Accepted Findings Papers

Explicit vs. Implicit: Investigating Social Bias in Large Language Models through Self-Reflection
Yachao Zhao, Bo Wang, Yan Wang, Dongming Zhao, Ruifang He, Yuexian Hou
Beyond Perception: Evaluating Abstract Visual Reasoning through Multi-Stage Task
Yanbei Jiang, Yihao Ding, Chao Lei, Jiayang Ao, Jey Han Lau, Krista A. Ehinger
How Numerical Precision Affects Arithmetical Reasoning Capabilities of LLMs
Guhao Feng, Kai Yang, Yuntian Gu, Xinyue Ai, Shengjie Luo, Jiacheng Sun, Di He, Zhenguo Li, Liwei Wang
Diversifying the Expert Knowledge for Task-Agnostic Pruning in Sparse Mixture-of-Experts
Zeliang Zhang, Xiaodong Liu, Hao Cheng, Chenliang Xu, Jianfeng Gao
A Persona-Aware LLM-Enhanced Framework for Multi-Session Personalized Dialogue Generation
Dongshuo Liu, Zhijing Wu, Dandan Song, Heyan Huang
Exploring In-Image Machine Translation with Real-World Background
Yanzhi Tian, Zeming Liu, Zhengyang Liu, Yuhang Guo
BayesKD: Bayesian Knowledge Distillation for Compact LLMs in Constrained Fine-tuning Scenarios
Wei Li, Lujun Li, Mark G. Lee, Shengjie Sun, Lei Zhang, Wei Xue, Yike Guo
GOLFer: Smaller LMs-Generated Documents Hallucination Filter & Combiner for Query Expansion in Information Retrieval
Lingyuan Liu, Mengxiang Zhang
Exp4Fuse: A Rank Fusion Framework for Enhanced Sparse Retrieval using Large Language Models-based Query Expansion
Lingyuan Liu, Mengxiang Zhang
Emo Pillars: Knowledge Distillation to Support Fine-Grained Context-Aware and Context-Less Emotion Classification
Alexander Shvets
Multi-Prompting Decoder Helps Better Language Understanding
Zifeng Cheng, Zhaoling Chen, Zhiwei Jiang, Yafeng Yin, Cong Wang, Shiping Ge, Qing Gu
Visual Cues Enhance Predictive Turn-Taking for Two-Party Human Interaction
Sam O’Connor Russell, Naomi Harte
The Right Time Matters: Data Arrangement Affects Zero-Shot Generalization in Instruction Tuning
Bingxiang He, Ning Ding, Cheng Qian, Jia Deng, Ganqu Cui, Lifan Yuan, Haiwen Hong, Huan-ang Gao, Longtao Huang, Hui Xue, Huimin Chen, Zhiyuan Liu, Maosong Sun
$\texttt{M$^3$FinMeeting}$: A Multilingual, Multi-Sector, and Multi-Task Financial Meeting Understanding Evaluation Dataset
Jie Zhu, Junhui Li, yalong wen, Xiandong Li, Lifan Guo, Feng Chen
ODDA: An OODA-Driven Diverse Data Augmentation Framework for Low-Resource Relation Extraction
Yijie Zhong, Yunfan Gao, Xiaolian Zhang, Haofen Wang
Detecting and Mitigating Challenges in Zero-Shot Video Summarization with Video LLMs
Luca Cagliero, Lorenzo Vaiani, Eliana Pastor, Alkis Koudounas, Elena Baralis, Vittorio Mazzia, Sandro Pollastrini, Thomas Gueudre, Manuel Giollo, Daniele Amberti, Yue Wu
Entity Framing and Role Portrayal in the News
Tarek Mahmoud, Zhuohan Xie, Dimitar Iliyanov Dimitrov, Nikolaos Nikolaidis, Purificação Silvano, Roman Yangarber, Shivam Sharma, Elisa Sartori, Nicolas Stefanovitch, Giovanni Da San Martino, Jakub Piskorski, Preslav Nakov
Derailer-Rerailer: Adaptive Verification for Efficient and Reliable Language Model Reasoning
Guangya Wan, Yuqi Wu, Hao Wang, Shengming Zhao, Jie Chen, Sheng Li
Leveraging Large Language Models for Conversational Multi-Doc Question Answering: The First Place of WSDM Cup 2024
Yiming Li, Zhao Zhang
TreeRAG: Unleashing the Power of Hierarchical Storage for Enhanced Knowledge Retrieval in Long Documents
Wenyu Tao, Xiaofen Xing, Yirong Chen, Linyi Huang, Xiangmin Xu
Attention with Dependency Parsing Augmentation for Fine-Grained Attribution
Qiang Ding, Lvzhou Luo, Yixuan Cao, Ping Luo
ASTRO: Automatic Strategy Optimization For Non-Cooperative Dialogues
Yikuan Hu, Chen Huang, Wenqiang Lei
Defensive Prompt Patch: A Robust and Generalizable Defense of Large Language Models against Jailbreak Attacks
Chen Xiong, Xiangyu Qi, Pin-Yu Chen, Tsung-Yi Ho
GUM-SAGE: A Novel Dataset and Approach for Graded Entity Salience Prediction
Jessica Lin, Amir Zeldes
Verifying the Steps of Deductive Reasoning Chains
Zacchary Sadeddine, Fabian M. Suchanek
Translate With Care: Addressing Gender Bias, Neutrality, and Reasoning in Large Language Model Translations
Pardis Sadat Zahraei, Ali Emami
Utilizing Semantic Textual Similarity for Clinical Survey Data Feature Selection
Benjamin C Warner, Ziqi Xu, Simon Haroutounian, Thomas Kannampallil, Chenyan Lu
Distance between Relevant Information Pieces Causes Bias in Long-Context LLMs
Runchu Tian, Yanghao Li, Yuepeng Fu, Siyang Deng, Qinyu Luo, Cheng Qian, Shuo Wang, Xin Cong, Zhong Zhang, Yesai Wu, Yankai Lin, Huadong Wang, Xiaojiang Liu
Variable Layerwise Quantization: A Simple and Effective Approach to Quantize LLMs
Razvan-Gabriel Dumitru, Vikas Yadav, Rishabh Maheshwary, Paul Ioan Clotan, Sathwik Tejaswi Madhusudhan, Mihai Surdeanu
Why Are Positional Encodings Nonessential for Deep Autoregressive Transformers? A Petroglyph Revisited
Kazuki Irie
CRPO: Confidence-Reward Driven Preference Optimization for Machine Translation
Guofeng Cui, Pichao WANG, Yang Liu, Zemian Ke, Zhu Liu, Vimal Bhat
Talking Point based Ideological Discourse Analysis in News Events
Nishanth Sridhar Nakshatri, Nikhil Mehta, Siyi Liu, Sihao Chen, Daniel Hopkins, Dan Roth, Dan Goldwasser
FlashBack: Efficient Retrieval-Augmented Language Modeling for Fast Inference
Runheng Liu, Xingchen Xiao, Heyan Huang, Zewen Chi, Zhijing Wu
CMQCIC-Bench: A Chinese Benchmark for Evaluating Large Language Models in Medical Quality Control Indicator Calculation
Guangya Yu, Yanhao Li, Zongying Jiang, Yuxiong Jin, Li Dai, Yupian Lin, Ruihui Hou, Weiyan Zhang, Yongqi Fan, Qi Ye, Jingping Liu, Tong Ruan
ConceptEdit: Conceptualization-Augmented Knowledge Editing in Large Language Models for Commonsense Reasoning
Liyu Zhang, Weiqi Wang, Tianqing Fang, Yangqiu Song
Exploring Multi-Modal Integration with Tool-Augmented LLM Agents for Precise Causal Discovery
ChengAo Shen, Zhengzhang Chen, Dongsheng Luo, Dongkuan Xu, Haifeng Chen, Jingchao Ni
PARSQL: Enhancing Text-to-SQL through SQL Parsing and Reasoning
Yaxun dai, Haiqin Yang, Mou Hao, Pingfu Chao
Revisiting ``The Geometry of Truth’’: Emergent Consistent Linear Representation of Truthfulness in Capable Language Models
Yuntai Bao, Tianyu Du, Xuhong Zhang, Xinkui Zhao, Zhengwen Feng, Jianwei Yin
Comparing Bad Apples to Good Oranges Aligning Large Language Models via Joint Preference Optimization
Hritik Bansal, Ashima Suvarna, Gantavya Bhatt, Nanyun Peng, Kai-Wei Chang, Aditya Grover
TestAgent: An Adaptive and Intelligent Expert for Human Assessment
Junhao Yu, Yan Zhuang, Yuxuan Sun, Weibo Gao, Qi Liu, Mingyue Cheng, Zhenya Huang, Enhong Chen
SPICA: Retrieving Scenarios for Pluralistic In-Context Alignment
Quan Ze Chen, Kevin Feng, Chan Young Park, Amy X Zhang
First-Step Advantage: Importance of Starting Right in Multi-Step Math Reasoning
Kushal Jain, Moritz Miller, Niket Tandon, Kumar Shridhar
Evaluating Instructively Generated Statement by Large Language Models for Directional Event Causality Identification
Wei Xiang, Chuanhong Zhan, Qing Zhang, Bang Wang
CoinMath: Harnessing the Power of Coding Instruction for Math LLM
Chengwei Wei, Bin Wang, Jung-jae Kim, Guimei Liu, Nancy F. Chen
Profiling News Media for Factuality and Bias Using LLMs and the Fact-Checking Methodology of Human Experts
Zain Muhammad Mujahid, Dilshod Azizov, Maha Tufail Agro, Preslav Nakov
Structured Discourse Representation for Factual Consistency Verification
Kun Zhang, Oana Balalau, Ioana Manolescu
SHARP: Unlocking Interactive Hallucination via Stance Transfer in Role-Playing LLMs
Chuyi Kong, Ziyang Luo, Hongzhan Lin, Zhiyuan Fan, Yaxin Fan, Yuxi SUN, Jing Ma
Understanding the Gap: an Empirical Study of Research Collaborations in NLP and Language Documentation
Luke Gessler, Alexis Palmer, Katharina von der Wense
PersonaBench: Evaluating AI Models on Understanding Personal Information through Accessing (Synthetic) Private User Data
Juntao Tan, Liangwei Yang, Zuxin Liu, Zhiwei Liu, Rithesh R N, Tulika Manoj Awalgaonkar, Jianguo Zhang, Weiran Yao, Ming Zhu, Shirley Kokane, silvio savarese, Huan Wang, Caiming Xiong, Shelby Heinecke
Leveraging Variation Theory in Counterfactual Data Augmentation for Optimized Active Learning
Simret A Gebreegziabher, Kuangshi Ai, Zheng Zhang, Elena Glassman, Toby Jia-Jun Li
ORBIT: Cost-Effective Dataset Curation for Large Language Model Domain Adaptation with an Astronomy Case Study
Eric Modesitt, Ke Yang, Spencer Hulsey, Xin Liu, ChengXiang Zhai, Volodymyr Kindratenko
Serial Position Effects of Large Language Models
Xiaobo Guo, Soroush Vosoughi
scRAG: Hybrid Retrieval-Augmented Generation for LLM-based Cross-Tissue Single-Cell Annotation
Zhiyin Yu, Chao Zheng, Chong Chen, Xian-Sheng Hua, Xiao Luo
Can Large Language Models Address Open-Target Stance Detection?
Abu Ubaida Akash, Ahmed Fahmy, Amine Trabelsi
Improve Language Model and Brain Alignment via Associative Memory
Congchi Yin, Yongpeng Zhang, Xuyun Wen, Piji Li
Towards Reliable Large Audio Language Model
Ziyang Ma, Xiquan Li, Yakun Song, Wenxi Chen, Chenpeng Du, Jian Wu, Yuanzhe Chen, Zhuo Chen, Yuping Wang, Yuxuan Wang, Xie Chen
Large Vocabulary Size Improves Large Language Models
Sho Takase, Ryokan Ri, Shun Kiyono, Takuya Kato
MUSE: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles
Zihan Wang, Xiaocui Yang, YongKang Liu, Shi Feng, Daling Wang, Yifei Zhang
Machine Translation Models are Zero-Shot Detectors of Translation Direction
Michelle Wastl, Jannis Vamvas, Rico Sennrich
Do Robot Snakes Dream like Electric Sheep? Investigating the Effects of Architectural Inductive Biases on Hallucination
Jerry Huang, Prasanna Parthasarathi, Mehdi Rezagholizadeh, Boxing Chen, Sarath Chandar
GenTool: Enhancing Tool Generalization in Language Models through Zero-to-One and Weak-to-Strong Simulation
Jie He, Jennifer Neville, Mengting Wan, Longqi Yang, Hui Liu, Xiaofeng Xu, Xia Song, Jeff Z. Pan, Pei Zhou
SWE-Fixer: Training Open-Source LLMs for Effective and Efficient GitHub Issue Resolution
Chengxing Xie, Bowen Li, Chang Gao, He Du, Wai Lam, Difan Zou, Kai Chen
GlyphPattern: An Abstract Pattern Recognition for Vision-Language Models
Zixuan Wu, Yoolim Kim, Carolyn Jane Anderson
FitCF: A Framework for Automatic Feature Importance-guided Counterfactual Example Generation
Qianli Wang, Nils Feldhus, Simon Ostermann, Luis Felipe Villa-Arenas, Sebastian Möller, Vera Schmitt
From Misleading Queries to Accurate Answers: A Three-Stage Fine-Tuning Method for LLMs
Guocong Li, Weize Liu, Yihang Wu, Ping Wang, Shuaihan Huang, Hongxia Xu, Jian Wu
Separate the Wheat from the Chaff: A Post-Hoc Approach to Safety Re-Alignment for Fine-Tuned Language Models
Di Wu, Xin Lu, Yanyan Zhao, Bing Qin
Nuclear Deployed!: Analyzing Catastrophic Risks in Decision-making of Autonomous LLM Agents
Rongwu Xu, Xiaojian Li, Shuo Chen, Wei Xu
MoRE: A Mixture of Low-Rank Experts for Adaptive Multi-Task Learning
Dacao Zhang, Kun Zhang, Shimao Chu, Le Wu, Xin Li, Si Wei
Lunar Twins: We Choose to Go to the Moon with Large Language Models
Xin-Yu Xiao, Erwei Yin, Xiangyu Liu, Zengrui Li, Yalei Liu, qianchen xia
SPHERE: An Evaluation Card for Human-AI Systems
Dora Zhao, Qianou Ma, Xinran Zhao, Chenglei Si, Chenyang Yang, Ryan Louie, Ehud Reiter, Diyi Yang, Tongshuang Wu
Data-Centric Improvements for Enhancing Multi-Modal Understanding in Spoken Conversation Modeling
Maximillian Chen, Ruoxi Sun, Sercan O Arik
Question-Aware Knowledge Graph Prompting for Enhancing Large Language Models
Haochen Liu, Song Wang, Chen Chen, Jundong Li
$\texttt{UQ-Merge}$: Uncertainty Guided Multimodal Large Language Model Merging
Huaizhi Qu, Xinyu Zhao, Jie Peng, Kwonjoon Lee, Behzad Dariush, Tianlong Chen
AQuAECHR: Attributed Question Answering for European Court of Human Rights
Korbinian Q. Weidinger, Santosh T.Y.S.S, Oana Ichim, Matthias Grabmair
Leveraging Unit Language Guidance to Advance Speech Modeling in Textless Speech-to-Speech Translation
Yuhao Zhang, Xiangnan Ma, Kaiqi Kou, Peizhuo Liu, Weiqiao Shan, Benyou Wang, Tong Xiao, Yuxin Huang, Zhengtao Yu, JingBo Zhu
Ponder & Press: Advancing Visual GUI Agent towards General Computer Control
Yiqin Wang, Haoji Zhang, Jingqi Tian, Yansong Tang
LogicGame: Benchmarking Rule-Based Reasoning Abilities of Large Language Models
Jiayi Gui, Yiming Liu, Jiale Cheng, Xiaotao Gu, Xiao Liu, Hongning Wang, Yuxiao Dong, Jie Tang, Minlie Huang
LLM-Based Multi-Agent Systems are Scalable Graph Generative Models
Jiarui Ji, Runlin Lei, Jialing Bi, Zhewei Wei, Xu Chen, Yankai Lin, Xuchen Pan, Yaliang Li, Bolin Ding
AD-LLM: Benchmarking Large Language Models for Anomaly Detection
Tiankai Yang, Yi Nian, Li Li, Ruiyao Xu, Yuangang Li, Jiaqi li, Zhuo Xiao, Xiyang Hu, Ryan A. Rossi, Kaize Ding, Xia Hu, Yue Zhao
RTADev: Intention Aligned Multi-Agent Framework for Software Development
Jie Liu, Guohua Wang, Ronghui Yang, Jiajie Zeng, Mengchen Zhao, Yi Cai
TACO-RL: Task Aware Prompt Compression Optimization with Reinforcement Learning
Shivam Shandilya, Menglin Xia, Supriyo Ghosh, Huiqiang Jiang, Jue Zhang, Qianhui Wu, Victor Rühle, Saravan Rajmohan
A Character-Centric Creative Story Generation via Imagination
Kyeongman Park, Minbeom Kim, Kyomin Jung
Proverbs Run in Pairs: Evaluating Proverb Translation Capability of Large Language Model
Minghan Wang, Viet Thanh Pham, Farhad Moghimifar, Thuy-Trang Vu
Towards Efficient LLM Grounding for Embodied Multi-Agent Collaboration
Yang Zhang, Shixin Yang, Chenjia Bai, Fei Wu, Xiu Li, Zhen Wang, Xuelong Li
Evaluating LLMs’ Factual Knowledge Utilization on Unanswerable Questions
Chuanyuan Tan, Wenbiao Shao, Hao Xiong, Tong Zhu, Zhenhua Liu, Kai Shi, Wenliang Chen
Exploring Knowledge Filtering for Retrieval-Augmented Discriminative Tasks
Minjie Qiang, Zhongqing Wang, Xiaoyi Bao, HaoYuan Ma, Shoushan Li, Guodong Zhou
Group then Scale: Dynamic Mixture-of-Experts Multilingual Language Model
Chong Li, Yingzhuo Deng, Jiajun Zhang, Chengqing Zong
Beyond Verbal Cues: Emotional Contagion Graph Network for Causal Emotion Entailment
Fangxu Yu, Junjie Guo, Zhen Wu, Xinyu Dai
Critic-CoT: Boosting the Reasoning Abilities of Large Language Model via Chain-of-Thought Critic
Xin Zheng, Jie Lou, Boxi Cao, Xueru Wen, Yuqiu Ji, Hongyu Lin, Yaojie Lu, Xianpei Han, Debing Zhang, Le Sun
Systematic Generalization in Language Models Scales with Information Entropy
Sondre Wold, Lucas Georges Gabriel Charpentier, Étienne Simon
Assessing the Leakage of Naturalistic Reading Time Corpora in Language Model Pre-Training Datasets
Byung-Doh Oh, Hongao Zhu, William Schuler
Logical Consistency is Vital: Neural-Symbolic Information Retrieval for Negative-Constraint Queries
Ganlin Xu, Zhoujia Zhang, Wangyi Mei, Jiaqing Liang, Weijia Lu, xiaodong Zhang, ZHIFEI YANG, Xiaofeng Ma, Yanghua Xiao, Deqing Yang
‘No’ Matters: Out-of-Distribution Detection in Multimodality Multi-Turn Interactive Dialogue Download PDF
Rena Wei Gao, Xuetong Wu, Siwen Luo, Caren Han, Feng Liu
Event Pattern-Instance Graph: A Multi-Round Role Representation Learning Strategy for Document-Level Event Argument Extraction
Qizhi Wan, LiuTao, Changxuan Wan, Rong Hu, Keli Xiao, Yuxin Shuai
EXECUTE: A Multilingual Benchmark for LLM Token Understanding
Lukas Edman, Helmut Schmid, Alexander Fraser
Explainable Hallucination through Natural Language Inference Mapping
Wei-Fan Chen, Zhixue Zhao, Akbar Karimi, Lucie Flek
HopRAG: Multi-Hop Reasoning for Logic-Aware Retrieval Augmented Generation
Hao Liu, Zhengren Wang, Xi Chen, Zhiyu li, Feiyu Xiong, Qinhan Yu, Wentao Zhang
Double Entendre: Robust Audio-Based AI-Generated Lyrics Detection via Multi-View Fusion
Markus Frohmann, Gabriel Meseguer-Brocal, Markus Schedl, Elena V. Epure
Don’t Miss the Forest for the Trees: Attentional Vision Calibration for Large Vision Language Models
Sangmin Woo, Donguk Kim, Jaehyuk Jang, Yubin Choi, Changick Kim
SATA: A Paradigm for LLM Jailbreak via Simple Assistive Task Linkage
Xiaoning Dong, Wenbo Hu, Wei Xu, Tianxing He
Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis
Yifan Hu, Rui Liu, Yi Ren, Xiang Yin, Haizhou Li
Parameter-Efficient Fine-Tuning via Circular Convolution
Aochuan Chen, Jiashun Cheng, Zijing Liu, Ziqi Gao, Fugee Tsung, Yu Li, Jia Li
Alleviating Hallucinations in Large Language Models \via Truthfulness-driven Rank-adaptive LoRA
Jiahao Li, Zhendong Mao, Quan Wang
ScEdit: Script-based Assessment of Knowledge Editing
Xinye Li, Zunwen Zheng, Qian Zhang, Dekai Zhuang, Jiabao Kang, Liyan Xu, Qingbin Liu, Xi Chen, Zhiying Tu, Dianhui Chu, Dianbo Sui
SafeRoute: Adaptive Model Selection for Efficient and Accurate Safety Guardrails in Large Language Models
Seanie Lee, Dong Bok Lee, Dominik Wagner, Minki Kang, Haebin Seong, Tobias Bocklet, Juho Lee, Sung Ju Hwang
Moderation Matters: Measuring Conversational Moderation Impact in English as a Second Language Group Discussion
Rena Wei Gao, Ming-Bin Chen, Lea Frermann, Jey Han Lau
Measuring Bias and Agreement in Large Language Model Presupposition Judgments
Katherine Atwell
Harnessing PDF Data for Improving Japanese Large Multimodal Models
Jeonghun Baek, Akiko Aizawa, Kiyoharu Aizawa
EnerGIZAr: Leveraging GIZA++ for Effective Tokenizer Initialization
Pranaydeep Singh, Eneko Agirre, Gorka Azkune, Orphee De Clercq, Els Lefever
AMEX: Android Multi-annotation Expo Dataset for Mobile GUI Agents
Yuxiang Chai, Siyuan Huang, Yazhe Niu, Han Xiao, Liang Liu, Guozhi Wang, Dingyu Zhang, Shuai Ren, Hongsheng Li
Drop Dropout on Single Epoch Language Model Pretraining
Houjun Liu, John Bauer, Christopher D Manning
Robust and Minimally Invasive Watermarking for EaaS
Zongqi Wang, Baoyuan Wu, Jingyuan Deng, Yujiu Yang
Task-Informed Anti-Curriculum by Masking Improves Downstream Performance on Text
Jarca Andrei, Florinel Alin Croitoru, Radu Tudor Ionescu
CARMO: Dynamic Criteria Generation for Context Aware Reward Modelling
Taneesh Gupta, Shivam Shandilya, Xuchao Zhang, Rahul Madhavan, Supriyo Ghosh, Chetan Bansal, Huaxiu Yao, Saravan Rajmohan
SLAM-Omni: Timbre-Controllable Voice Interaction System with Single-Stage Training
Wenxi Chen, Ziyang Ma, Ruiqi Yan, Yuzhe Liang, Xiquan Li, Ruiyang Xu, Zhikang Niu, Yanqiao Zhu, Yifan Yang, Zhanxun Liu, Kai Yu, Yuxuan Hu, Jinyu Li, Yan Lu, Shujie LIU, Xie Chen
C$^2$LEVA: Toward Comprehensive and Contamination-Free Language Model Evaluation
Yanyang Li, Wong Tin Long, Cheung To Hung, Jianqiao Zhao, Duo Zheng, Liu Ka Wai, Michael Lyu, Liwei Wang
Texts or Images? A Fine-grained Analysis on the Effectiveness of Input Representations and Models for Table Question Answering
Wei Zhou, Mohsen Mesgar, Heike Adel, Annemarie Friedrich
Adaptive-VP: A Framework for LLM-Based Virtual Patients that Adapts to Trainees’ Dialogue to Facilitate Nurse Communication Training
Keyeun Lee, Seolhee Lee, Esther Hehsun Kim, Yena Ko, Jinsu Eun, Dahee Kim, Hyewon Cho, Haiyi Zhu, Robert E. Kraut, Eunyoung E. Suh, Eun-mee Kim, Hajin Lim
Enhancing Multimodal Unified Representations for Cross Modal Generalization
Hai Huang, Yan Xia, Shengpeng Ji, Shulei Wang, Hanting Wang, Minghui Fang, Jieming Zhu, Zhenhua Dong, Sashuai zhou, Zhou Zhao
Domain Regeneration: How well do LLMs match syntactic properties of text domains?
Da JU, Hagen Blix, Adina Williams
Structural Deep Encoding for Table Question Answering
Raphaël Mouravieff, Benjamin Piwowarski, Sylvain Lamprier
MPL: Multiple Programming Languages with Large Language Models for Information Extraction
Bo Li, Gexiang Fang, Wei Ye, Zhenghua Xu, Jinglei Zhang, Hao Cheng, Shikun Zhang
Self-Critique Guided Iterative Reasoning for Multi-hop Question Answering
Zheng Chu, huiming fan, Jingchang Chen, Qianyu Wang, Mingda Yang, Jiafeng Liang, Zhongjie Wang, Hao Li, Guo Tang, Ming Liu, Bing Qin
Anchored Answers: Unravelling Positional Bias in GPT-2’s Multiple-Choice Questions
Ruizhe Li, Yanjun Gao
Failing Forward: Improving Generative Error Correction for ASR with Synthetic Data and Retrieval Augmentation
Sreyan Ghosh, Mohammad Sadegh Rasooli, Michael Levit, Peidong Wang, Jian Xue, Dinesh Manocha, Jinyu Li
LTRAG: Enhancing autoformalization and self-refinement for logical reasoning with Thought-Guided RAG
Ruikang Hu, Shaoyu Lin, Yeliang Xiu, Yongmei Liu
Eta-WavLM: Efficient Speaker Identity Removal in Self-Supervised Speech Representations Using a Simple Linear Equation
Giuseppe Ruggiero, Matteo Testa, Jurgen Van de Walle, Luigi Di Caro
MathCoder-VL: Bridging Vision and Code for Enhanced Multimodal Mathematical Reasoning
Ke Wang, Junting Pan, Linda Wei, Aojun Zhou, Weikang Shi, Zimu Lu, Han Xiao, Yunqiao Yang, Houxing Ren, Mingjie Zhan, Hongsheng Li
MlingConf: A Comprehensive Study of Multilingual Confidence Estimation on Large Language Models
Boyang XUE, Hongru WANG, Rui Wang, Sheng Wang, Zezhong WANG, Yiming Du, Bin Liang, Wenxuan Zhang, Kam-Fai Wong
COMPKE: Complex Question Answering under Knowledge Editing
Keyuan Cheng, Zijian Kan, Zhuoran Zhang, Muhammad Asif Ali, Lijie Hu, Di Wang
RaaS: Reasoning-Aware Attention Sparsity for Efficient LLM Inference with Long Decoding Chains
Junhao Hu, Wenrui Huang, Weidong Wang, Zhenwen Li, tiancheng hu, Zhixia Liu, Xusheng Chen, Tao Xie, Yizhou Shan
One-for-All Pruning: A Universal Model for Customized Compression of Large Language Models
Rongguang Ye, Ming Tang
CLaMP 3: Universal Music Information Retrieval Across Unaligned Modalities and Unseen Languages
Shangda Wu, Guo Zhancheng, Ruibin Yuan, Junyan Jiang, SeungHeon Doh, Gus Xia, Juhan Nam, Xiaobing Li, Feng Yu, Maosong Sun
PFDial: A Structured Dialogue Instruction Fine-tuning Method Based on UML Flowcharts
Ming Zhang, Yuhui Wang, Yujiong Shen, Tingyi Yang, Changhao Jiang, Yilong Wu, Shihan Dou, Qinhao Chen, Zhiheng Xi, Zhihao Zhang, Yi Dong, Zhen Wang, Zhihui Fei, Mingyang Wan, Tao Liang, Guojun Ma, Qi Zhang, Tao Gui, Xuanjing Huang
Listening to Patients: Detecting and Mitigating Patient Misreport in Medical Dialogue System
Lang Qin, YAO ZHANG, Hongru Liang, Adam Jatowt, Zhenglu Yang
Do Language Models Understand the Cognitive Tasks Given to Them? Investigations with the N-Back Paradigm
Xiaoyang Hu, Richard Lewis
Graph-guided Cross-composition Feature Disentanglement for Compositional Zero-shot Learning
Yuxia Geng, Runkai Zhu, Jiaoyan Chen, Jintai Chen, Xiang Chen, Zhuo Chen, Shuofei Qiao, Yuxiang Wang, Xiaoliang Xu, Sheng-Jun Huang
Training Long-Context LLMs Efficiently via Chunk-wise Optimization
Wenhao Li, Yuxin Zhang, Gen Luo, Daohai Yu, Rongrong Ji
Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps
Jiashun Cheng, Aochuan Chen, Nuo Chen, Ziqi Gao, Yuhan Li, Jia Li, Fugee Tsung
Can Language Models Be Used for Code Migration?
Keyuan Cheng, Xudong Shen, Yihao yang, TengyueWang, Yang Cao, Muhammad Asif Ali, Hanbin Wang, Lijie Hu, Di Wang
A Case Study of Cross-Lingual Zero-Shot Generalization for Classical Languages in LLMs
V.S.D.S.Mahesh Akavarapu, Hrishikesh Terdalkar, Pramit Bhattacharyya, Shubhangi Agarwal, Dr. Vishakha Deulgaonkar, Chaitali Dangarikar, PRALAY MANNA, Arnab Bhattacharya
BrainECHO: Semantic Brain Signal Decoding through Vector-Quantized Spectrogram Reconstruction for Whisper-Enhanced Text Generation
Jilong Li, Zhenxi Song, Jiaqi Wang, Meishan Zhang, Honghai LIU, Min zhang, Zhiguo Zhang
Progressive LoRA for Multimodal Continual Instruction Tuning
Yahan Yu, Duzhen Zhang, Yong Ren, Xuanle Zhao, Xiuyi Chen, Chenhui Chu
ARC ‘Challenge’ Is Not That Challenging
Łukasz Borchmann
Cross-Lingual Transfer of Debiasing and Detoxification in Multilingual LLMs: An Extensive Investigation
Vera Neplenbroek, Arianna Bisazza, Raquel Fernández
Tracr-Injection: Distilling Algorithms into Pre-trained Language Models
Tomás Vergara Browne, Alvaro Soto
Model Performance-Guided Evaluation Data Selection for Effective Prompt Optimization
Ximing Dong, Shaowei Wang, Dayi Lin, Ahmed Hassan
Revisiting Weak-to-Strong Generalization in Theory and Practice: Reverse KL vs. Forward KL
Wei Yao, Wenkai Yang, Ziqiao Wang, Yankai Lin, Yong Liu
Stories that (are) Move(d by) Markets: A Causal Exploration of Market Shocks and Semantic Shifts across Different Partisan Groups
Felix Drinkall, Stefan Zohren, Michael McMahon, Janet B. Pierrehumbert
NetSafe: Exploring the Topological Safety of Multi-agent System
Miao Yu, Shilong Wang, Guibin Zhang, Junyuan Mao, Chenlong Yin, Qijiong Liu, Kun Wang, Qingsong Wen, Yang Wang
Reasoning is All You Need for Video Generalization: A Counterfactual Benchmark with Sub-question Evaluation
Qiji Zhou, YiFan Gong, Guangsheng Bao, Hongjie Qiu, Jinqiang Li, Xiangrong Zhu, Huajian Zhang, Yue Zhang
Initializing and Retrofitting Key-Value Adaptors for Traceable Model Editing
Hanlun Zhu, Yunshi Lan, Xiang Li, Weining Qian
Know the Unknown: An Uncertainty-Sensitive Method for LLM Instruction Tuning
Jiaqi Li, Yixuan Tang, Yi Yang
Position-Aware Depth Decay Decoding ($D^3$): Boosting Large Language Model Inference Efficiency
Siqi Fan, Xuezhi Fang, Xingrun Xing, Peng Han, Shuo Shang, Yequan Wang
Explaining Puzzle Solutions in Natural Language: An Exploratory Study on 6x6 Sudoku
Anirudh Maiya, Razan Alghamdi, Maria Leonor Pacheco, Ashutosh Trivedi, Fabio Somenzi
Stress-testing Machine Generated Text Detection: Shifting Language Models Writing Style to Fool Detectors
Andrea Pedrotti, Michele Papucci, Cristiano Ciaccio, Alessio Miaschi, Giovanni Puccetti, Felice Dell’Orletta, Andrea Esuli
InfiniSST: Simultaneous Translation of Unbounded Speech with Large Language Model
Siqi Ouyang, Xi Xu, Lei Li
VSCBench: Bridging the Gap in Vision-Language Model Safety Calibration
Jiahui Geng, Qing Li, Zongxiong Chen, Yuxia Wang, Derui Zhu, Zhuohan Xie, Chenyang Lyu, Xiuying Chen, Preslav Nakov, Fakhri Karray
Learning Autnomous Code Integration for Math Language Models
Haozhe Wang, Long Li, Chao Qu, Weidi Xu, Fengming ZHU, Wei Chu, Fangzhen Lin
GOODLIAR: A Reinforcement Learning-Based Deceptive Agent for Disrupting LLM Beliefs on Foundational Principles
Soo Kyung Kim, Hyunsoo Cho
How Does Generation Length Affect Long-Form Factuality
James Xu Zhao, Jimmy Z.J. Liu, Bryan Hooi, See-Kiong Ng
Scaling LLMs’ Social Reasoning: Sprinkle Cognitive “Aha Moment” into Fundamental Long-thought Logical Capabilities
Guiyang Hou, Wenqi Zhang, Zhe Zheng, Yongliang Shen, Weiming Lu
SimGRAG: Leveraging Similar Subgraphs for Knowledge Graphs Driven Retrieval-Augmented Generation
Yuzheng Cai, Zhenyue Guo, YiWen Pei, WanRui Bian, Weiguo Zheng
RuleEdit: Towards Rule-Level Knowledge Generalization to Mitigate Over-Editing in Large Language Models
Bihan Zhou, HaoPeng Ren, li yuan, Yi Cai, Liuwen Cao, Zikun Deng
Eliciting In-context Retrieval and Reasoning for Long-context Language Models
Yifu QIU, Varun R. Embar, Yizhe Zhang, Navdeep Jaitly, Shay B Cohen, Benjamin Han
GeAR: Generation Augmented Retrieval
Haoyu Liu, Shaohan Huang, Jianfeng Liu, Yuefeng Zhan, Hao Sun, Weiwei Deng, Feng Sun, Furu Wei, Qi Zhang
A Unified Taxonomy-Guided Instruction Tuning Framework for Entity Set Expansion and Taxonomy Expansion
Yanzhen Shen, Yu Zhang, Yunyi Zhang, Jiawei Han
Zero-Shot Conversational Stance Detection: Dataset and Approaches
Yuzhe Ding, Kang He, Bobo Li, Li Zheng, Haijun He, Fei Li, Chong Teng, Donghong Ji
LongFaith: Enhancing Long-Context Reasoning in LLMs with Faithful Synthetic Data
Cehao Yang, Xueyuan Lin, Chengjin Xu, Xuhui Jiang, Shengjie Ma, Aofan Liu, Hui Xiong, Jian Guo
SYNTHVERIFY: Unleashing the Power of LLMs for Zero-Shot Claim Verification via Step-by-Step Synthetic Data Generation
Rongwen Zhao, Jeffrey Flanigan
Domain$o1$s: Guiding LLM Reasoning for Explainable Answers in High-Stakes Domains
Xu Chu, Zhijie Tan, Hanlin Xue, Guanyu Wang, Tong Mo, Weiping Li
Dynamic Prefix as Instructor for Incremental Named Entity Recognition: A Unified Seq2Seq Generation Framework
Zihao Wu, YongXiang Hua, Yongxin Zhu, Fang Zhang, Linli Xu
Who Taught You That? Tracing Teachers in Model Distillation
Somin Wadhwa, Chantal Shaib, Silvio Amir, Byron C Wallace
\textit{D-GEN}: Automatic Distractor Generation and Evaluation for Reliable Assessment of Generative Models
Grace Byun, Jinho D. Choi
HammerBench: Fine-Grained Function-Calling Evaluation in Real Mobile Assistant Scenarios
Jun Wang, Jiamu Zhou, Xihuai Wang, Xiaoyun Mo, Haoyu Zhang, Qiqiang Lin, jincheng, Muning Wen, Weinan Zhang, Qiuying Peng, Jun Wang
Beyond In-Context Learning: Aligning Long-form Generation of Large Language Models via Task-Inherent Attribute Guidelines
Do Xuan Long, Duong Ngoc Yen, Do Xuan Trong, Anh Tuan Luu, Kenji Kawaguchi, Shafiq Joty, Min-Yen Kan, Nancy F. Chen
Grammar-Constrained Natural Language Generation
Gabriele Tuccio, Luana Bulla, Maria Madonia, Aldo Gangemi, Misael Mongiovì
MANBench: Is Your Multimodal Model Smarter than Human?
Han Zhou, Qitong Xu, Yiheng Dong, Xin Yang
BanStereoSet: A Dataset to Measure Stereotypical Social Biases in LLMs for Bangla
Mahammed Kamruzzaman, Abdullah Al Monsur, Shrabon Kumar Das, Enamul Hassan, Gene Louis Kim
mOSCAR: A Large-scale Multilingual and Multimodal Document-level Corpus
Matthieu Futeral, Armel Randy Zebaze, Pedro Ortiz Suarez, Julien Abadji, Rémi Lacroix, Cordelia Schmid, Rachel Bawden, Benoît Sagot
NorEval: A Norwegian Language Understanding and Generation Evaluation Benchmark
Vladislav Mikhailov, Tita Enstad, David Samuel, Hans Christian Farsethås, Andrey Kutuzov, Erik Velldal, Lilja Øvrelid
Massively Multilingual Instruction-Following Information Extraction
Thang Le, Huy Huu Nguyen, Anh Tuan Luu, Thien Huu Nguyen
DALR: Dual-level Alignment Learning for Multimodal Sentence Representation Learning
Kang He, Yuzhe Ding, Haining Wang, Fei Li, Chong Teng, Donghong Ji
Large Language Models in Bioinformatics: A Survey
Zhenyu Wang, Zikang Wang, Jiyue Jiang, Pengan CHEN, Xiangyu Shi, Yu Li
ChartEdit: How Far Are MLLMs From Automating Chart Analysis? Evaluating MLLMs’ Capability via Chart Editing
Xuanle Zhao, Xuexin Liu, Yang Haoyue, Xianzhen Luo, Fanhu Zeng, jianling li, Qi Shi, Chi Chen
Unraveling and Mitigating Safety Alignment Degradation of Vision-Language Models
Qin Liu, Chao Shang, Ling Liu, Nikolaos Pappas, Jie Ma, Neha Anna John, Srikanth Doss, Lluis Marquez, Miguel Ballesteros, Yassine Benajiba
Turbocharging Web Automation: The Impact of Compressed History States
Xiyue Zhu, Peng Tang, Haofu Liao, srikar appalaraju
Making RALM Robust to Irrelevant Contexts via Layer Knowledge Guided Attention
Weijie Shi, Hao Chen, Jiaming Li, Yao Zhao, Yazhong Zhang, Qijin Chen, Jipeng Zhang, Ruiyuan Zhang, Jia Zhu, Jiajie Xu, Xiaofang Zhou
Rewrite to Jailbreak: Discover Learnable and Transferable Implicit Harmfulness Instruction
Yuting Huang, Chengyuan Liu, Yifeng Feng, Chao Wu, Fei Wu, Kun Kuang
Large Language Models as Sign Language Interfaces: Mitigating the Requests of Deaf Users of LLMs in a Hearing-Centric World
Mert Inan, Anthony Sicilia, Malihe Alikhani
NegVQA: Can Vision Language Models Understand Negation?
Yuhui Zhang, Yuchang Su, Yiming Liu, Serena Yeung-Levy
Natural Language Reasoning in Large Language Models: Analysis and Evaluation
Debela Gemechu, Ramon Ruiz-Dolz, Henrike Beyer, Chris Reed
SWE-Dev: Building Software Engineering Agents with Training and Inference Scaling
Haoran Wang, Zhenyu Hou, Yao Wei, Jie Tang, Yuxiao Dong
The Two Paradigms of LLM Detection: Authorship Attribution versus Authorship Verification
Janek Bevendorff, Matti Wiegmann, Emmelie Richter, Martin Potthast, Benno Stein
Unveiling Confirmation Bias in Chain-of-Thought Reasoning
Yue Wan, Xiaowei Jia, Xiang Lorraine Li
GRNFormer: A Biologically-Guided Framework for Integrating Gene Regulatory Networks into RNA Foundation Models
Mufan Qiu, Xinyu Hu, Fengwei Zhan, Sukwon Yun, Jie Peng, Ruichen Zhang, Bhavya Kailkhura, Jiekun Yang, Tianlong Chen
RemoteRAG: A Privacy-Preserving LLM Cloud RAG Service
Yihang Cheng, Lan Zhang, Junyang Wang, Mu Yuan, Yunhao Yao
“My life is miserable, have to sign 500 autographs everyday”: Exposing Humblebragging, the Brags in Disguise
Sharath Naganna, Saprativa Bhattacharjee, Biplab Banerjee, Pushpak Bhattacharyya
SCITAT: A Question Answering Benchmark for Scientific Tables and Text Covering Diverse Reasoning Types
Xuanliang Zhang, Dingzirui Wang, Baoxin Wang, Longxu Dou, Xinyuan Lu, Keyan Xu, Dayong Wu, Qingfu Zhu
TokenShapley: Token Level Context Attribution with Shapley Value
Yingtai Xiao, Yuqing Zhu, Sirat Samyoun, Wanrong Zhang, Jiachen T. Wang, Jian Du
Entropy-based Exploration Conduction for Multi-step Reasoning
Jinghan Zhang, Xiting Wang, Fengran Mo, Yeyang Zhou, Wanfu Gao, Kunpeng Liu
Taxonomizing Representational Harms using Speech Act Theory
Hannah Washington, Emily Corvi, Stefanie Reed, Chad Atalla, Alexandra Chouldechova, P. Alex Dow, Jean Garcia-Gathright, Nicholas J Pangakis, Emily Sheng, Dan Vann, Matthew Vogel, Hanna Wallach
Turning Conversations into Workflows: A Framework to Extract and Evaluate Dialog Workflows for Service AI Agents
Prafulla Kumar Choubey, XIANGYU PENG, Shilpa Bhagavath, Caiming Xiong, Shiva Kumar Pentyala, Chien-Sheng Wu
Statistical inference on black-box generative models in the data kernel perspective space
Hayden Helm, Aranyak Acharyya, Youngser Park, Brandon Duderstadt, Carey Priebe
Do Large Language Models Perform Latent Multi-Hop Reasoning without Exploiting Shortcuts?
Sohee Yang, Nora Kassner, Elena Gribovskaya, Sebastian Riedel, Mor Geva
AceMath: Advancing Frontier Math Reasoning with Post-Training and Reward Modeling
Zihan Liu, Yang Chen, Mohammad Shoeybi, Bryan Catanzaro, Wei Ping
WXImpactBench: A Disruptive Weather Impact Understanding Benchmark for Evaluating Large Language Models
Yongan Yu, Qingchen Hu, Xianda Du, Jiayin Wang, Fengran Mo, Renée Sieber
MeMoTune: A Measure and Moment-Driven Fine-Tuning Framework for Quantized Large Language Models
Yun Zhang, Xue Geng, Lizi Liao, Jintong Sun, Minghe Yu, Ge Yu
MALAMUTE: A Multilingual, Highly-granular, Template-free, Education-based Probing Dataset
Sagi Shaier, George Arthur Baker, Chiranthan Sridhar, Lawrence Hunter, Katharina von der Wense
Sentimental Image Generation for Aspect-based Sentiment Analysis
Xiaoyi Bao, Jinghang Gu, Zhongqing Wang, Chu-Ren Huang
Long-form Hallucination Detection with Self-elicitation
Zihang Liu, Jiawei Guo, Hao Zhang, Hongyang Chen, Jiajun Bu, Haishuai Wang
ComparisonQA: Evaluating Factuality Robustness of LLMs Through Knowledge Frequency Control and Uncertainty
Qing Zong, Zhaowei Wang, Tianshi Zheng, Xiyu REN, Yangqiu Song
One-Dimensional Object Detection for Streaming Text Segmentation of Meeting Dialogue
Rui He, Zhongqing Wang, Minjie Qiang, Hongling Wang, Yifan.zhang, Hua Xu, Shuai Fan, Guodong Zhou
CodeTaxo: Enhancing Taxonomy Expansion with Limited Examples via Code Language Prompts
Qingkai Zeng, Yuyang Bai, Zhaoxuan Tan, Zhenyu Wu, Shangbin Feng, Meng Jiang
Predicate-Conditional Conformalized Answer Sets for Knowledge Graph Embeddings
Yuqicheng Zhu, Daniel Hernández, Yuan He, Zifeng Ding, Bo Xiong, Evgeny Kharlamov, Steffen Staab
Autonomous Data Selection with Zero-shot Generative Classifiers for Mathematical Texts
Yifan Zhang, Yifan Luo, Yang Yuan, Andrew C Yao
Learning from Committee: Reasoning Distillation from a Mixture of Teachers with Peer-Review
Zhuochun Li, Yuelyu Ji, Rui Meng, Daqing He
Investigating Prosodic Signatures via Speech Pre-Trained Models for Audio Deepfake Source Attribution
Orchid Chetia Phukan, Drishti Singh, Swarup Ranjan Behera, Arun Balaji Buduru, Rajesh Sharma
Multilingual Retrieval Augmented Generation for Culturally-Sensitive Tasks: A Benchmark for Cross-lingual Robustness
Bryan Li, Fiona Luo, Samar Haider, Adwait Agashe, Siyu Li, Runqi Liu, Muqing Miao, Shriya Ramakrishnan, Yuan Yuan, Chris Callison-Burch
Bridging Relevance and Reasoning: Rationale Distillation in Retrieval-Augmented Generation
Pengyue Jia, Derong Xu, Xiaopeng Li, Zhaocheng Du, Xiangyang Li, Yichao Wang, Yuhao Wang, Qidong Liu, Maolin Wang, Huifeng Guo, Ruiming Tang, Xiangyu Zhao
Scaling Laws for Multilingual Language Models
Yifei He, Alon Benhaim, Barun Patra, Praneetha Vaddamanu, Sanchit Ahuja, Parul Chopra, Vishrav Chaudhary, Han Zhao, Xia Song
Corpus Poisoning via Approximate Greedy Gradient Descent
Jinyan Su, Preslav Nakov, Claire Cardie
Taxonomy-Driven Knowledge Graph Construction for Domain-Specific Scientific Applications
Huitong Pan, Qi Zhang, Mustapha Adamu, Eduard Dragut, Longin Jan Latecki
Wanda++: Pruning Large Language Models via Regional Gradients
Yifan Yang, Kai Zhen, Bhavana Ganesh, Aram Galstyan, Goeric Huybrechts, Markus Müller, Jonas M. Kübler, Rupak Vignesh Swaminathan, Athanasios Mouchtaris, Sravan Babu Bodapati, Nathan Susanj, Zheng Zhang, Jack FitzGerald, Abhishek Kumar
MATCHED: Multimodal Authorship-Attribution To Combat Human Trafficking in Escort-Advertisement Data
Vageesh Kumar Saxena, Benjamin Ashpole, Gijs van Dijck, Gerasimos Spanakis
Fraud-R1 : A Multi-Round Benchmark for Assessing the Robustness of LLM Against Augmented Fraud and Phishing Inducements
Shu Yang, Shenzhe Zhu, Zeyu Wu, Keyu Wang, Junchi Yao, Junchao Wu, Lijie Hu, Mengdi Li, Derek F. Wong, Di Wang
Mitigating Paraphrase Attacks on Machine-Text Detection via Paraphrase Inversion
Rafael Alberto Rivera Soto, Barry Y. Chen, Nicholas Andrews
SANSKRITI: A Comprehensive Benchmark for Evaluating Language Models’ Knowledge of Indian Culture
Arijit Maji, Raghvendra Kumar, Akash Ghosh, Anushka, Sriparna Saha
System Prompt Hijacking via Permutation Triggers in LLM Supply Chains
Lu Yan, Siyuan Cheng, Xuan Chen, Kaiyuan Zhang, Guangyu Shen, Xiangyu Zhang
Frequency matters: Modeling irregular morphological patterns in Spanish with Transformers
Akhilesh Kakolu Ramarao, Kevin Tang, Dinah Baer-Henney
From Heart to Words: Generating Empathetic Responses via Integrated Figurative Language and Semantic Context Signals
Gyeongeun Lee, Zhu Wang, Sathya N. Ravi, Natalie Parde
There’s No Such Thing as Simple Reasoning for LLMs
Nurul Fajrin Ariyani, Zied Bouraoui, Richard Booth, Steven Schockaert
CLIX: Cross-Lingual Explanations of Idiomatic Expressions
Aaron Gluck, Katharina von der Wense, Maria Leonor Pacheco
Beyond Semantic Entropy: Boosting LLM Uncertainty Quantification with Pairwise Semantic Similarity
Dang Nguyen, Ali Payani, Baharan Mirzasoleiman
R$^3$Mem: Bridging Memory Retention and Retrieval via Reversible Compression
Xiaoqiang Wang, Suyuchen Wang, Yun Zhu, Bang Liu
Vision Language Model Helps Private Information De-Identification in Vision Data
Tiejin Chen, Pingzhi Li, Kaixiong Zhou, Tianlong Chen, Hua Wei
Unveiling Privacy Risks in Multi-modal Large Language Models: Task-specific Vulnerabilities and Mitigation Challenges
Tiejin Chen, Pingzhi Li, Kaixiong Zhou, Tianlong Chen, Hua Wei
DeFine: Enhancing LLM Decision-Making with Factor Profiles and Analogical Reasoning
Yebowen Hu, Xiaoyang Wang, Wenlin Yao, Yiming Lu, Daoan Zhang, Hassan Foroosh, Dong Yu, Fei Liu
SMART: Self-Aware Agent for Tool Overuse Mitigation
Cheng Qian, Emre Can Acikgoz, Hongru WANG, Xiusi Chen, Avirup Sil, Dilek Hakkani-Tür, Gokhan Tur, Heng Ji
Enhancing Multilingual Large Language Models: Continued Pretraining and Comprehensive Evaluation for Underrepresented Languages
Pablo Rodríguez, Silvia Paniagua Suárez, Pablo Gamallo, Susana Sotelo Docio
TC-Bench: Benchmarking Temporal Compositionality in Conditional Video Generation
Weixi Feng, Jiachen Li, Michael Saxon, Tsu-Jui Fu, Wenhu Chen, William Yang Wang
DAM: Dynamic Attention Mask for Long-Context Large Language Model Inference Acceleration
Hanzhi Zhang, Heng Fan, Kewei Sha, Yan Huang, Yunhe Feng
Arbiters of Ambivalence: Challenges of using LLMs in No-Consensus tasks
Bhaktipriya Radharapu, Manon Revel, Megan Ung, Sebastian Ruder, Adina Williams
Beyond Text: Characterizing Domain Expert Needs in Document Research
Sireesh Gururaja, Nupoor Gandhi, Jeremiah Milbauer, Emma Strubell
Efficient but Vulnerable: Benchmarking and Defending LLM Batch Prompting Attack
Murong Yue, Ziyu Yao
MM-R$^3$: On (In-)Consistency of Vision-Language Models (VLMs)
Shih-Han Chou, Shivam Chandhok, Jim Little, Leonid Sigal
Investigating Context Faithfulness in Large Language Models: The Roles of Memory Strength and Evidence Style
Yuepei Li, Kang Zhou, Qiao Qiao, Bach Nguyen, Qing Wang, Qi Li
Shadow-Activated Backdoor Attacks on Multimodal Large Language Models
Ziyi Yin, Muchao Ye, Yuanpu Cao, Jiaqi Wang, Aofei Chang, Han Liu, Jinghui Chen, Ting Wang, Fenglong Ma
Why Vision Language Models Struggle with Visual Arithmetic? Towards Enhanced Chart and Geometry Understanding
Kung-Hsiang Huang, Can Qin, Haoyi Qiu, Philippe Laban, Shafiq Joty, Caiming Xiong, Chien-Sheng Wu
K-order Ranking Preference Optimization for Large Language Models
Shihao Cai, Chongming Gao, Yang Zhang, Wentao Shi, Jizhi Zhang, Keqin Bao, Qifan Wang, Fuli Feng
Spectral Insights into Data-Oblivious Critical Layers in Large Language Models
Xuyuan Liu, Lei Hsiung, Yaoqing Yang, Yujun Yan
SynFix: Synchronous Repair for Codebase via RelationGraph
Xunzhu Tang, Jiechao Gao, Jin Xu, Tiezhu Sun, Yewei Song, Saad Ezzini, Wendkûuni C. Ouédraogo, Jacques Klein, Tegawendé F. Bissyandé
EXIT: Context-Aware Extractive Compression for Enhancing Retrieval-Augmented Generation
Taeho Hwang, Sukmin Cho, Soyeong Jeong, Hoyun Song, SeungYoon Han, Jong C. Park
Re-TASK: Revisiting LLM Tasks from Capability, Skill, and Knowledge Perspectives
Zhihu Wang, Shiwan Zhao, Yu Wang, Heyuan Huang, Sitao Xie, Yubo Zhang, Jiaxin Shi, Zhixing Wang, Hongyan Li, Junchi Yan
Unlearning Backdoor Attacks for LLMs with Weak-to-Strong Knowledge Distillation
Shuai Zhao, Xiaobao Wu, Cong-Duy T Nguyen, Yanhao Jia, Meihuizi Jia, Feng Yichao, Anh Tuan Luu
Packing Analysis: Packing Is More Appropriate for Large Models or Datasets in Supervised Fine-tuning
Shuhe Wang, Guoyin Wang, Yizhong Wang, Jiwei Li, Eduard Hovy, Chen Guo
Better Red Teaming via Searching with Large Language Model
Yongkang Chen, Chongyang Zhao, jianwentian, Guiling Cao, Hu LI, Xiaohui Kuang
AdaV: Adaptive Text-visual Redirection for Vision-Language Models
Jiayi Han, Liang Du, Yiwen Wu, Guanming Liang, Xiangguo Zhou, Weibo Zheng, Donghong Han, Zixun Sun
MegaAgent: Dynamic Agent Coordination Without SOPs
Qian Wang, Tianyu Wang, Zhenheng Tang, Qinbin Li, Nuo Chen, Jingsheng Liang, Bingsheng He
Persona-judge: Personalized Alignment of Large Language Models via Token-level Self-judgment
Xiaotian Zhang, Ruizhe Chen, YANG FENG, Zuozhu Liu
A Self-Distillation Recipe for Neural Machine Translation
Hongfei Xu, Zhuofei Liang, Qiuhui Liu, Lingling Mu
BlockPruner: Fine-grained Pruning for Large Language Models
Longguang Zhong, Fanqi Wan, Ruijun Chen, Xiaojun Quan, Liangzhi Li
Evaluating Implicit Bias in Large Language Models by Attacking From a Psychometric Perspective
Yuchen Wen, Keping Bi, Wei Chen, Jiafeng Guo, Xueqi Cheng
LongCite: Enabling LLMs to Generate Fine-grained Citations in Long-Context QA
Jiajie Zhang, Yushi Bai, Xin Lv, Wanjun Gu, Danqing Liu, Minhao Zou, Shulin Cao, Lei Hou, Yuxiao Dong, Ling Feng, Juanzi Li
An Empirical Study of Group Conformity in Multi-Agent Systems
Min Choi, Keonwoo Kim, Sungwon Chae, Sangyeop Baek
Combining the Best of Both Worlds: A Method for Hybrid NMT and LLM Translation
Zhanglin Wu, Daimeng Wei, Xiaoyu Chen, Hengchao Shang, Jiaxin GUO, Zongyao Li, Yuanchang Luo, Jinlong Yang, Zhiqiang Rao, Hao Yang
ASPO: Adaptive Sentence-Level Preference Optimization for Fine-Grained Multimodal Reasoning
Yeyuan Wang, Dehong Gao, Rujiao Long, Lei Yi, Linbo Jin, Libin Yang, Xiaoyan Cai
NovelCR: A Large-Scale Bilingual Dataset Tailored for Long-Span Coreference Resolution
MeiHan Tong, Shuai Wang
Dynamic Attention-Guided Context Decoding for Mitigating Context Faithfulness Hallucinations in Large Language Models
Huangyw, Yong Zhang, Ning Cheng, Zhitao Li, Shaojun Wang, Jing Xiao
Exploring the Choice Behavior of Large Language Models
Weidong Wu, Qinlin Zhao, Hao Chen, Lexin Zhou, Defu Lian, Hong Xie
On-Policy Self-Alignment with Fine-grained Knowledge Feedback for Hallucination Mitigation
Xueru Wen, Jie Lou, Xinyu Lu, Yuqiu Ji, Xinyan Guan, Yaojie Lu, Hongyu Lin, Ben He, Xianpei Han, Debing Zhang, Le Sun
From Phrases to Subgraphs: Fine-Grained Semantic Parsing with Knowledge Graphs
Yurun Song, Xiangqing Shen, Rui Xia
StableToolBench-MirrorAPI: Modeling Tool Environments as Mirrors of 7,000+ Real-World APIs
Zhicheng Guo, Sijie Cheng, Yuchen Niu, Hao Wang, Sicheng Zhou, Wenbing Huang, Yang Liu
ClaimPKG: Enhancing Claim Verification via Pseudo-Subgraph Generation with Lightweight Specialized LLM
Hoang Pham, Thanh-Do Nguyen, Khac-Hoai Nam Bui
TriEmbed: Bridge the Gap between Text and Token Indices with Embedding Reparameterization
Baizhou Huang, Xiaojun Wan
Chain of Methodologies: Scaling Test Time Computation without Training
Cong Liu, Jie Wu, Weigang Wu, Xu Chen, Liang Lin, Wei-Shi Zheng
A Survey on Personalized Alignment—The Missing Piece for Large Language Models in Real-World Applications
Jian Guan, Junfei Wu, Jia-Nan Li, Chuanqi Cheng, Wei Wu
SuLoRA: Subspace Low-Rank Adaptation for Parameter-Efficient Fine-Tuning
Chenhao Ding, Jiangyang Li, SongLin Dong, Xinyuan Gao, Yuhang He, Yihong Gong
MIRe: Enhancing Multimodal Queries Representation via Fusion-Free Modality Interaction for Multimodal Retrieval
Yeong-Joon Ju, Ho-Joong Kim, Seong-Whan Lee
Correcting on Graph: Faithful Semantic Parsing over Knowledge Graphs with Large Language Models
Ruilin Zhao, Feng Zhao, Hong Zhang
COPR: Continual Human Preference Learning via Optimal Policy Regularization
Han Zhang, Lin Gui, Yu Lei, Yuanzhao Zhai, Yehong Zhang, Zhuo Zhang, Yulan He, Hui Wang, Yue Yu, Kam-Fai Wong, Bin Liang, Ruifeng Xu
Robust Preference Optimization via Dynamic Target Margins
Jie Sun, Junkang Wu, Jiancan Wu, Lintao Ma, Zhibo Zhu, Xingyu Lu, JUN ZHOU, Xiang Wang
AdaReTaKe: Adaptive Redundancy Reduction to Perceive Longer for Video-language Understanding
Xiao Wang, Qingyi Si, Shiyu Zhu, Jianlong Wu, Li Cao, Liqiang Nie
Rethinking Stateful Tool Use in Multi-Turn Dialogues: Benchmarks and Challenges
Hongru WANG, Wenyu Huang, Yufei Wang, Yuanhao Xi, Jianqiao Lu, Huan Zhang, Nan Hu, Zeming Liu, Jeff Z. Pan, Kam-Fai Wong
Open-Set Living Need Prediction with Large Language Models
Xiaochong Lan, Jie Feng, Yizhou Sun, Chen Gao, Jiahuan Lei, Xinleishi, Hengliang Luo, Yong Li
Improve Rule Retrieval and Reasoning with Self-Induction and Relevance ReEstimate
Ziyang Huang, Wangtao Sun, Jun Zhao, Kang Liu
Beyond Words: Integrating Theory of Mind into Conversational Agents for Human-Like Belief, Desire, and Intention Alignment
Mehdi Jafari, YUNCHENG HUA, Hao Xue, Flora D. Salim
Multimodal Causal Reasoning Benchmark: Challenging Multimodal Large Language Models to Discern Causal Links Across Modalities
Zhiyuan Li, Heng Wang, Dongnan Liu, Chaoyi Zhang, Ao Ma, Jieting Long, Weidong Cai
Context-Aware Hierarchical Merging for Long Document Summarization
Litu Ou, Mirella Lapata
VCD: A Dataset for Visual Commonsense Discovery in Images
Xiangqing Shen, Fanfan Wang, Siwei Wu, Rui Xia
Self-Reasoning Language Models: Unfold Hidden Reasoning Chains with Few Reasoning Catalyst
Hongru WANG, Deng Cai, Wanjun Zhong, Shijue Huang, Jeff Z. Pan, Zeming Liu, Kam-Fai Wong
HyperCRS: Hypergraph-Aware Multi-Grained Preference Learning to Burst Filter Bubbles in Conversational Recommendation System
Yongsen Zheng, Mingjie Qian, Guohua Wang, Yang Liu, Ziliang Chen, Mingzhi Mao, Liang Lin, Kwok-Yan Lam
Is LLM an Overconfident Judge? Unveiling the Capabilities of LLMs in Detecting Offensive Language with Annotation Disagreement
Junyu Lu, Kai Ma, Kaichun Wang, Kelaiti Xiao, Roy Ka-Wei Lee, Bo Xu, Liang Yang, Hongfei Lin
Language Repository for Long Video Understanding
Kumara Kahatapitiya, Kanchana Ranasinghe, Jongwoo Park, Michael S Ryoo
Investigating Language Preference of Multilingual RAG Systems
Jeonghyun Park, Hwanhee Lee
FGDGNN: Fine-Grained Dynamic Graph Neural Network for Rumor Detection on Social Media
Mei Guo, Chen Chen, Chunyan Hou, Yike Wu, Xiaojie Yuan
Self-Tuning: Instructing LLMs to Effectively Acquire New Knowledge through Self-Teaching
Xiaoying Zhang, Baolin Peng, Ye Tian, Jingyan Zhou, Yipeng Zhang, Haitao Mi, Helen M. Meng
QueryAttack: Jailbreaking Aligned Large Language Models Using Structured Non-natural Query Language
Qingsong Zou, Jingyu Xiao, Qing Li, Zhi Yan, Yuhang Wang, Li Xu, Wenxuan Wang, Kuofeng Gao, Ruoyu Li, Yong Jiang
Memory or Reasoning? Explore How LLMs Compute Mixed Arithmetic Expressions
Chengzhi Li, Heyan Huang, Ping Jian, Zhen Yang, Chenxu Wang, Yifan Wang
PersonaX: A Recommendation Agent-Oriented User Modeling Framework for Long Behavior Sequence
Yunxiao Shi, Wujiang Xu, Zhang Zeqi, Xing Zi, Qiang Wu, Min Xu
Judge as A Judge: Improving the Evaluation of Retrieval-Augmented Generation through the Judge-Consistency of Large Language Models
Shuliang Liu, Xinze Li, Zhenghao Liu, Yukun Yan, Cheng Yang, Zheni Zeng, Zhiyuan Liu, Maosong Sun, Ge Yu
Rationales Are Not Silver Bullets: Measuring the Impact of Rationales on Model Performance and Reliability
Chiwei Zhu, Benfeng Xu, An Yang, Junyang Lin, Quan Wang, Chang Zhou, Zhendong Mao
CA-GAR: Context-Aware Alignment of LLM Generation for Document Retrieval
Heng Yu, Junfeng Kang, Rui Li, Qi Liu, Liyang He, Zhenya Huang, Shuanghong Shen, Junyu Lu
AgentCourt: Simulating Court with Adversarial Evolvable Lawyer Agents
Guhong Chen, Liyang Fan, Zihan Gong, Nan Xie, Zixuan Li, Ziqiang Liu, Chengming Li, QIANG QU, Hamid Alinejad-Rokny, Shiwen Ni, Min Yang
MLDebugging: Towards Benchmarking Code Debugging Across Multi-Library Scenarios
JinYang Huang, Xiachong Feng, Qiguang Chen, Hanjie Zhao, Zihui Cheng, Jiesong Bai, Jingxuan Zhou, Min Li, Libo Qin
An Empirical Study of LLM-as-a-Judge for LLM Evaluation: Fine-tuned Judge Model is not a General Substitute for GPT-4
Hui Huang, Xingyuan Bu, Hongli Zhou, Yingqi Qu, Jing Liu, Muyun Yang, Bing Xu, Tiejun Zhao
Expectation Confirmation Preference Optimization for Multi-Turn Conversational Recommendation Agent
Xueyang Feng, Jingsen Zhang, Jiakai Tang, Wei Li, Guohao Cai, Xu Chen, Quanyu Dai, Yue Zhu, Zhenhua Dong
ProMedTS: A Self-Supervised, Prompt-Guided Multimodal Approach for Integrating Medical Text and Time Series
Shuai Niu, Jing Ma, Hongzhan Lin, Liang Bai, Zhihua Wang, V. W., Richard Yi Da Xu, Guo Li, Xian Yang
CipherBank: Exploring the Boundary of LLM Reasoning Capabilities through Cryptography Challenge
Yu Li, Qizhi Pei, Mengyuan Sun, Honglin Lin, Chenlin Ming, Xin Gao, Jiang Wu, Conghui He, Lijun Wu
Which Retain Set Matters for LLM Unlearning? A Case Study on Entity Unlearning
Hwan Chang, Hwanhee Lee
Tell Me What You Don’t Know: Enhancing Refusal Capabilities of Role-Playing Agents via Representation Space Analysis and Editing
Wenhao Liu, Siyu An, Junru Lu, Muling Wu, Tianlong Li, Xiaohua Wang, Changze Lv, Xiaoqing Zheng, di yin, Xing Sun, Xuanjing Huang
LR^2Bench: Evaluating Long-chain Reflective Reasoning Capabilities of Large Language Models via Constraint Satisfaction Problems
Jianghao Chen, Zhenlin Wei, Zhenjiang Ren, Ziyong Li, Jiajun Zhang
McBE: A Multi-task Chinese Bias Evaluation Benchmark for Large Language Models
Tian Lan, Xiangdong Su, Xu Liu, Ruirui Wang, Ke Chang, Jiang Li, Guanglai Gao
MARK: Multi-agent Collaboration with Ranking Guidance for Text-attributed Graph Clustering
Yiwei Fu, Yuxing Zhang, Chunchun Chen, JianwenMa, Quan Yuan, Rong-Cheng Tu, Xinli Huang, Wei Ye, Xiao Luo, Minghua Deng
Can Language Models Capture Human Writing Preferences on Text Summarization?
Jingbao Luo, Ming Liu, Ran Liu, Yongpan Sheng, Gang Li, Xin Hu, WupengNjust
Mitigate Position Bias in LLMs via Scaling a Single Hidden States Channel
Yijiong Yu, Huiqiang Jiang, Xufang Luo, Qianhui Wu, Chin-Yew Lin, Dongsheng Li, Yuqing Yang, Yongfeng Huang, Lili Qiu
Self-attention-based Graph-of-Thought for Math Problem Solving
Ruiqiao Bai, Xue Han, Shuo Lei, Junlan Feng, Yanyan Luo, Chao Deng
BAR: A Backward Reasoning based Agent for Complex Minecraft Tasks
Weihong Du, Wenrui Liao, Binyu Yan, Hongru Liang, Anthony G Cohn, Wenqiang Lei
KAPA: A Deliberative Agent Framework with Tree-Structured Knowledge Base for Multi-Domain User Intent Understanding
Jiakai Tang, Shiqi Shen, ZhipengWang, Gong Zhi, Xueyang Feng, Zexu Sun, Haoran Tan, Xu Chen
RASD: Retrieval-Augmented Speculative Decoding
Guofeng Quan, Wenfeng Feng, Chuzhan Hao, Guochao Jiang, Yuewei Zhang, Hao Henry Wang
FRAG: A Flexible Modular Framework for Retrieval-Augmented Generation based on Knowledge Graphs
Zengyi Gao, Yukun Cao, Hairu Wang, Ao Ke, Yuan Feng, S Kevin Zhou, Xike Xie
Reefknot: A Comprehensive Benchmark for Relation Hallucination Evaluation, Analysis and Mitigation in Multimodal Large Language Models
Kening Zheng, Junkai Chen, Yibo Yan, Xin Zou, Huiyu Zhou, Xuming Hu
Blessing of Multilinguality: A Systematic Analysis of Multilingual In-Context Learning
Yilei Tu, Andrew Xue, Freda Shi
SEK: Self-Explained Keywords Empower Large Language Models for Code Generation
Lishui Fan, Mouxiang Chen, Zhongxin Liu
Why Not Act on What You Know? Unleashing Safety Potential of LLMs via Self-Aware Guard Enhancement
Peng Ding, Jun Kuang, ZongYu Wang, Xuezhi Cao, Xunliang Cai, Jiajun Chen, Shujian Huang
Explorer: Scaling Exploration-driven Web Trajectory Synthesis for Multimodal Web Agents
Vardaan Pahuja, Yadong Lu, Corby Rosset, Boyu Gou, Arindam Mitra, Spencer Whitehead, Yu Su, Ahmed Hassan Awadallah
Advancing General Multimodal Capability of Vision-language Models with Pyramid-descent Visual Position Encoding
Zhanpeng Chen, Mingxiao Li, Ziyang Chen, nan du, Xiaolong Li, Yuexian Zou
P-React: Synthesizing Topic-Adaptive Reactions of Personality Traits via Mixture of Specialized LoRA Experts
Yuhao Dan, Jie Zhou, Qin Chen, Junfeng Tian, Liang He
EssayJudge: A Multi-Granular Benchmark for Assessing Automated Essay Scoring Capabilities of Multimodal Large Language Models
Jiamin Su, Yibo Yan, Fangteng FU, Zhang Han, Jingheng Ye, Xiang Liu, Jiahao Huo, Huiyu Zhou, Xuming Hu
Streamlining the Collaborative Chain of Models into A Single Forward Pass in Generation-Based Tasks
Yuanjie Lyu, Chao Zhang, Yuhao Chen, Yong Chen, Tong Xu
Self-Correction is More than Refinement: A Learning Framework for Visual and Language Reasoning Tasks
Jiayi He, Hehai Lin, Qingyun Wang, Yi R. Fung, Heng Ji
Beyond Reactive Safety: Risk-Aware LLM Alignment via Long-Horizon Simulation
Chenkai Sun, Denghui Zhang, ChengXiang Zhai, Heng Ji
Probability-Consistent Preference Optimization for Enhanced LLM Reasoning
Yunqiao Yang, Houxing Ren, Zimu Lu, Ke Wang, Weikang Shi, Aojun Zhou, Junting Pan, Mingjie Zhan, Hongsheng Li
IW-Bench: Evaluating Large Multimodal Models for Converting Image-to-Web
Hongcheng Guo, Wei Zhang, Junhao Chen, Yaonan Gu, Jian Yang, Junjia Du, Shaosheng Cao, Binyuan Hui, Tianyu Liu, Jianxin Ma, Chang Zhou, Zhoujun Li
TDCSA: LLM-Guided Top-Down Approach for Robust Citation Sentiment Analysis
Fan Gao, Jieyang Peng, Xiaoming Tao, WANG Youzheng
DeepRTL2: A Versatile Model for RTL-Related Tasks
Yi Liu, Hongji Zhang, Yunhao Zhou, Zhengyuan Shi, Changran XU, Qiang Xu
The Self-Improvement Paradox: Can Language Models Bootstrap Reasoning Capabilities without External Scaffolding?
Yutao Sun, Mingshuai Chen, Tiancheng Zhao, Ruochen Xu, Zilun Zhang, Jianwei Yin
Cross-lingual Multimodal Sentiment Analysis for Low-Resource Languages via Language Family Disentanglement and Rethinking Transfer
Long Chen, Shuoyu Guan, Xiaohua Huang, Wen-Jing Wang, Cai Xu, Ziyu Guan, Wei Zhao
Does Chain-of-Thought Reasoning Really Reduce Harmfulness from Jailbreaking?
Chengda Lu, Xiaoyu Fan, Yu Huang, Rongwu Xu, Jijie Li, Wei Xu
InternLM-XComposer2.5-Reward: A Simple Yet Effective Multi-Modal Reward Model
Yuhang Zang, Xiaoyi Dong, Pan Zhang, Yuhang Cao, Ziyu Liu, Shengyuan Ding, Shenxi Wu, Yubo Ma, Haodong Duan, Wenwei Zhang, Kai Chen, Dahua Lin, Jiaqi Wang
RATE-Nav: Region-Aware Termination Enhancement for Zero-shot Object Navigation with Vision-Language Models
Junjie Li, Nan Zhang, Xiaoyang Qu, Kai Lu, Guokuan Li, Jiguang Wan, Jianzong Wang
RMoA: Optimizing Mixture-of-Agents through Diversity Maximization and Residual Compensation
Zhentao Xie, Chengcheng Han, Jinxin Shi, Wenjun Cui, Xin Zhao, Xingjiao Wu, Jiabao Zhao
Instruction-Tuning Data Synthesis from Scratch via Web Reconstruction
Yuxin Jiang, Yufei Wang, Chuhan Wu, Xinyi Dai, Yan Xu, Weinan Gan, Yasheng Wang, Xin Jiang, Lifeng Shang, Ruiming Tang, Wei Wang
RLKGF: Reinforcement Learning from Knowledge Graph Feedback Without Human Annotations
Lian Yan, Chen Tang, Yi Guan, Haotian Wang, Songyuan Wang, Haifeng Liu, Yang Yang, Jingchi Jiang
Learning Task Representations from In-Context Learning
Baturay Saglam, Xinyang Hu, Zhuoran Yang, Dionysis Kalogerias, Amin Karbasi
CAVGAN: Unifying Jailbreak and Defense of LLMs via Generative Adversarial Attacks on their Internal Representations
Xiaohu Li, Yunfeng Ning, Zepeng Bao, Mayi Xu, Jianhao Chen, Tieyun Qian
Firm or Fickle? Evaluating Large Language Models Consistency in Sequential Interactions
Yubo Li, Yidi Miao, Xueying Ding, Ramayya Krishnan, Rema Padman
OS-Kairos: Adaptive Interaction for MLLM-Powered GUI Agents
Pengzhou Cheng, Zheng Wu, Zongru Wu, Tianjie Ju, Aston Zhang, Zhuosheng Zhang, Gongshen Liu
Red-Teaming LLM Multi-Agent Systems via Communication Attacks
Pengfei He, Yuping Lin, Shen Dong, Han Xu, Yue Xing, Hui Liu
Can We Trust AI Doctors? A Survey of Medical Hallucination in Large Language and Large Vision-Language Models
Zhihong Zhu, Yunyan Zhang, Xianwei Zhuang, Fan Zhang, Zhongwei Wan, Yuyan Chen, QingqingLong, Yefeng Zheng, Xian Wu
DRT: Deep Reasoning Translation via Long Chain-of-Thought
Jiaan Wang, Fandong Meng, Yunlong Liang, Jie Zhou
CTPD: Cross-Modal Temporal Pattern Discovery for Enhanced Multimodal Electronic Health Records Analysis
Fuying Wang, Feng Wu, Yihan Tang, Lequan Yu
Vision-aided Unsupervised Constituency Parsing with Multi-MLLM Debating
Dong Zhang, Haiyan Tian, Qingying Sun, Shoushan Li
Inter-Passage Verification for Multi-evidence Multi-answer QA
Bingsen Chen, Shengjie Wang, Xi Ye, Chen Zhao
PROMTEC: Fast LLM Inference Decoding using Prompt Multi-Lookup with Template Database and Common Sequences
Alan Chi-Man Lee, Wing-Sun Cheng, Calvin Chun-Kit Chan
Logical DA: Enhancing Data Augmentation for Logical Reasoning via a Multi-Agent System
Haoqi Zheng, DongWang, Silin Yang, Yunpeng Qi, Ruochun Jin
Adapting General-Purpose Embedding Models to Private Datasets Using Keyword-based Retrieval
Yubai Wei, Jiale Han, Yi Yang
SQL Injection Jailbreak: A Structural Disaster of Large Language Models
Jiawei Zhao, Kejiang Chen, Weiming Zhang, Nenghai Yu
TAMP: Token-Adaptive Layerwise Pruning in Multimodal Large Language Models
Jaewoo Lee, Keyang Xuan, Chanakya Ekbote, Sandeep Polisetty, Yi R. Fung, Paul Pu Liang
Generative Music Models’ Alignment with Professional and Amateur Users’ Expectations
Zihao Wang, Jiaxing Yu, Haoxuan Liu, Zehui Zheng, Yuhang Jin, Shuyu Li, Shulei Ji, Kejun Zhang
LLM-Forest: Ensemble Learning of LLMs with Graph-Augmented Prompts for Data Imputation
Xinrui He, Yikun Ban, Jiaru Zou, Tianxin Wei, Curtiss Cook, Jingrui He
Task Calibration: Calibrating Large Language Models on Inference Tasks
Yingjie Li, Yun Luo, Xiaotian Xie, Yue Zhang
MiniELM: A Lightweight and Adaptive Query Rewriting Framework for E-Commerce Search Optimization
Duy A. Nguyen, Rishi Kesav Mohan, Shimeng Yang, Pritom Saha Akash, Kevin Chen-Chuan Chang
Visibility as Survival: Generalizing NLP for Native Alaskan Language Identification
Ivory Yang, Chunhui Zhang, Yuxin Wang, Zhongyu Ouyang, Soroush Vosoughi
KodCode: A Diverse, Challenging, and Verifiable Synthetic Dataset for Coding
Zhangchen Xu, Yang Liu, Yueqin Yin, Mingyuan Zhou, Radha Poovendran
Select, Read, and Write: A Multi-Agent Framework of Full-Text-based Related Work Generation
Xiaochuan Liu, Ruihua Song, Xiting Wang, Xu Chen
Graph-Assisted Culturally Adaptable Idiomatic Translation for Indic languages
Pratik Rakesh Singh, Kritarth Prasad, Mohammadi Zaki, Pankaj Wasnik
Question answering in Climate Adaptation: Model Development and Evaluation with Expert Feedback
Vincent Nguyen, Sarvnaz Karimi, Willow Hallgren, Mahesh Prakash
AGRec: Adapting Autoregressive Decoders with Graph Reasoning for LLM-based Sequential Recommendation
Xinfeng Wang, Jin Cui, Fumiyo Fukumoto, Yoshimi Suzuki
Causal Denoising Prototypical Network for Few-Shot Multi-label Aspect Category Detection
Jin Cui, Xinfeng Wang, Yoshimi Suzuki, Fumiyo Fukumoto
RealHiTBench: A Comprehensive Realistic Hierarchical Table Benchmark for Evaluating LLM-Based Table Analysis
Pengzuo Wu, Yuhang Yang, Guangcheng Zhu, Chao Ye, Hong Gu, Xu Lu, Ruixuan Xiao, Bowen Bao, Yijing He, Liangyu Zha, Wentao Ye, Junbo Zhao, Haobo Wang
A Query-Response Framework for Whole-Page Complex-Layout Document Image Translation with Relevant Regional Concentration
Zhiyang Zhang, Yaping Zhang, Yupu Liang, Zhiyuan Chen, Lu Xiang, Yang Zhao, Yu Zhou, Chengqing Zong
DependEval: Benchmarking LLMs for Repository Dependency Understanding
Junjia Du, Yadi Liu, Hongcheng Guo, Jiawei Wang, Haojian Huang, Yunyi Ni, Zhoujun Li
A General Knowledge Injection Framework for ICD Coding
Xu Zhang, Kun Zhang, Wenxin ma, Rongsheng Wang, Chenxu Wu, Yingtai Li, S Kevin Zhou
MMUnlearner: Reformulating Multimodal Machine Unlearning in the Era of Multimodal Large Language Models
Jiahao Huo, Yibo Yan, Xu Zheng, Yuanhuiyi Lyu, Xin Zou, Zhihua Wei, Xuming Hu
Generating Questions, Answers, and Distractors for Videos: Exploring Semantic Uncertainty of Object Motions
Wenjian Ding, YAO ZHANG, Jun Wang, Adam Jatowt, Zhenglu Yang
DiffSkip: Differential Layer Skipping in Large Language Models
Xuan Luo, Weizhi Wang, Xifeng Yan
Towards Explainable Temporal Reasoning in Large Language Models: A Structure-Aware Generative Framework
Zihao Jiang, Ben Liu, Miao Peng, Wenjie Xu, Yao Xiao, Zhenyan Shan, Min Peng
A Bounding Box is Worth One Token - Interleaving Layout and Text in a Large Language Model for Document Understanding
Jinghui Lu, Haiyang Yu, Yanjie Wang, Yongjie Ye, Jingqun Tang, Ziwei Yang, Binghong Wu, Qi Liu, Hao Feng, Han Wang, Hao Liu, Can Huang
Self-Foveate: Enhancing Diversity and Difficulty of Synthesized Instructions from Unsupervised Text via Multi-Level Foveation
Mingzhe Li, Xin Lu, Yanyan Zhao
TableDreamer: Progressive and Weakness-guided Data Synthesis from Scratch for Table Instruction Tuning
Mingyu Zheng, Zhifan Feng, Jia Wang, Lanrui Wang, Zheng Lin, Hao Yang, Weiping Wang
Konooz: Cross-domain Cross-dialect Corpora for Named Entity Recognition
Nagham Hamad, Mohammed Khalilia, Mustafa Jarrar
Self-Rewarding Large Vision-Language Models for Optimizing Prompts in Text-to-Image Generation
Hongji Yang, Yucheng Zhou, Wencheng Han, Jianbing Shen
CodeV: Issue Resolving with Visual Data
Linhao Zhang, Daoguang Zan, Quanshun Yang, Zhirong Huang, Dong Chen, Bo Shen, Tianyu Liu, Yongshun Gong, Huang Pengjie, Xudong Lu, Guangtai Liang, Lizhen Cui, Qianxiang Wang
A Survey of Large Language Models in Psychotherapy: Current Landscape and Future Directions
Hongbin Na, Yining Hua, Zimu Wang, Tao Shen, Beibei Yu, Lilin Wang, Wei Wang, John Torous, Ling Chen
Breaking the Reasoning Barrier A Survey on LLM Complex Reasoning through the Lens of Self-Evolution
Tao He, Hao Li, Jingchang Chen, Runxuan Liu, Yixin Cao, Lizi Liao, Zihao Zheng, Zheng Chu, Jiafeng Liang, Ming Liu, Bing Qin
SEE: Continual Fine-tuning with Sequential Ensemble of Experts
Zhilin Wang, Yafu Li, Xiaoye Qu, Yu Cheng
Boosting Policy and Process Reward Models with Monte Carlo Tree Search in Open-Domain QA
Chi-Min Chan, Chunpu Xu, Junqi Zhu, Jiaming Ji, Donghai Hong, Pengcheng Wen, Chunyang Jiang, Zhen Ye, Yaodong Yang, Wei Xue, Sirui Han, Yike Guo
Investigating and Enhancing Vision-Audio Capability in Omnimodal Large Language Models
Rui Hu, Delai Qiu, Shuyu Wei, Jiaming Zhang, Yining Wang, Shengping Liu, Jitao Sang
OpenHuEval: Evaluating Large Language Model on Hungarian Specifics
Haote Yang, Xingjian Wei, Jiang Wu, Noémi Ligeti-Nagy, Jiaxing Sun, Yingfan Wang, Győző Zijian Yang, Junyuan Gao, Jingchao Wang, Bowen Jiang, Shasha Wang, Nanjun Yu, Zihao Zhang, Shixin Hong, Hongwei Liu, Wei Li, Songyang Zhang, Dahua Lin, Lijun Wu, Gábor Prószéky, Conghui He
StructFact: Reasoning Factual Knowledge from Structured Data with Large Language Models
Sirui Huang, Yanggan Gu, Zhonghao Li, Xuming Hu, Li Qing, Guandong Xu
From Imitation to Introspection: Probing Self-Consciousness in Language Models
Sirui Chen, Shu Yu, Shengjie Zhao, Chaochao Lu
DocFusion: A Unified Framework for Document Parsing Tasks
Mingxu Chai, Ziyu Shen, Chong Zhang, Yue Zhang, Xiao Wang, Shihan Dou, Jihua Kang, Jiazheng Zhang, Qi Zhang
Hierarchical Safety Realignment: Lightweight Restoration of Safety in Pruned Large Vision-Language Models
Yue Li, Xin Yi, Dongsheng Shi, Gerard de Melo, Xiaoling Wang, Linlin Wang
LongDPO: Unlock Better Long-form Generation Abilities for LLMs via Critique-augmented Stepwise Information
Bowen Ping, Jiali Zeng, Fandong Meng, Shuo Wang, Jie Zhou, Shanghang Zhang
Reinforcing Compositional Retrieval: Retrieving Step-by-Step for Composing Informative Contexts
Quanyu Long, Jianda Chen, Zhengyuan Liu, Nancy F. Chen, Wenya Wang, Sinno Jialin Pan
Towards A Better Initial Policy Model For Scalable Long-CoT Reinforcement Learning
Bofei Gao, Yejie Wang, Yibo Miao, Feifan Song, Longhui Yu, Tianyu Liu, Baobao Chang
Topic Modeling for Short Texts via Optimal Transport-Based Clustering
Tu Vu, Manh Do, Tung Nguyen, Linh Ngo Van, Sang Dinh, Thien Huu Nguyen
Lemmatisation & Morphological Analysis of Unedited Greek: Do Simple Tasks Need Complex Solutions?
Colin Swaelens, Ilse De Vos, Els Lefever
FRAME: Feedback-Refined Agent Methodology for Enhancing Medical Research Insights
Chengzhang Yu, Yiming Zhang, Zhixin Liu, Zenghui Ding, Yining Sun, Zhanpeng Jin
Chain-of-Scrutiny: Detecting Backdoor Attacks for Large Language Models
Xi Li, Ruofan Mao, Yusen Zhang, Renze Lou, Chen Wu, Jiaqi Wang
Relevance Scores Calibration for Ranked List Truncation via TMP Adapter
Pavel Posokhov, Sergei Masliukhin, Skrylnikov Stepan, Danil Tirskikh, Olesia Makhnytkina
Neuron Activation Modulation for Text Style Transfer: Guiding Large Language Models
Chaona Kong, Jianyi Liu, Yifan Tang, Ru Zhang
MTVQA: Benchmarking Multilingual Text-Centric Visual Question Answering
Jingqun Tang, Qi Liu, Yongjie Ye, Jinghui Lu, Shu Wei, An-Lan Wang, Chunhui Lin, Hao Feng, Zhen Zhao, Yanjie Wang, Yuliang Liu, Hao Liu, Xiang Bai, Can Huang
HICD: Hallucination-Inducing via Attention Dispersion for Contrastive Decoding to Mitigate Hallucinations in Large Language Models
Xinyan Jiang, Hang Ye, Yongxin Zhu, Xiaoying Zheng, Zikang Chen, Jun Gong
Understanding the Repeat Curse in Large Language Models from a Feature Perspective
Junchi Yao, Shu Yang, Jianhua Xu, Lijie Hu, Mengdi Li, Di Wang
Code-Switching Curriculum Learning for Multilingual Transfer in LLMs
Haneul Yoo, Cheonbok Park, Sangdoo Yun, Alice Oh, Hwaran Lee
A Mousetrap: Fooling Large Reasoning Models for Jailbreak with Chain of Iterative Chaos
Yang Yao, Xuan Tong, Ruofan Wang, Yixu Wang, Lujundong Li, Liang Liu, Yan Teng, Yingchun Wang
Tag-Evol: Achieving Efficient Instruction Evolving via Tag Injection
Yixuan Wang, Shiqi Zhou, Chuanzhe Guo, Qingfu Zhu
Breaking the Ceiling: Exploring the Potential of Jailbreak Attacks through Expanding Strategy Space
Yao Huang, Yitong Sun, Shouwei Ruan, Yichi Zhang, Yinpeng Dong, Xingxing Wei
GeNRe: a French Gender-Neutral Rewriting System Using Collective Nouns
Enzo Doyen, Amalia Todirascu
LGAR: Zero-Shot LLM-Guided Neural Ranking for Abstract Screening in Systematic Literature Reviews
Christian Jaumann, Andreas Wiedholz, Annemarie Friedrich
LCHAIM - Investigating Long Context Reasoning in Hebrew
Ehud Malul, Oriel Perets, Ziv Mor, Yigal Kassel, Elior Sulem
CLeVeR: Multi-modal Contrastive Learning for Vulnerability Code Representation
Jiayuan Li, Lei Cui, Sen Zhao, Yun Yang, Lun Li, Hongsong Zhu
MEMIT-Merge: Addressing MEMIT’s Key-Value Conflicts in Same-Subject Batch Editing for LLMs
Zilu dong, Xiangqing Shen, Rui Xia
Large Language Models for Predictive Analysis: How Far Are They?
Qin Chen, Yuanyi Ren, Xiaojun Ma, Yuyang Shi
Think More, Hallucinate Less: Mitigating Hallucinations via Dual Process of Fast and Slow Thinking
Xiaoxue Cheng, Junyi Li, Xin Zhao, Ji-Rong Wen
Towards Adaptive Memory-Based Optimization for Enhanced Retrieval-Augmented Generation
Qitao Qin, Yucong Luo, Yihang Lu, Zhibo Chu, Xiaoman Liu, Xianwei Meng
Enhancing Cross-Tokenizer Knowledge Distillation with Contextual Dynamical Mapping
Yijie Chen, Yijin Liu, Fandong Meng, Yufeng Chen, Jinan Xu, Jie Zhou
A Semantic-Aware Layer-Freezing Approach to Computation-Efficient Fine-Tuning of Language Models
Jian Gu, Aldeida Aleti, Chunyang Chen, Hongyu Zhang
CNNSum: Exploring Long-Context Summarization with Large Language Models in Chinese Novels
Lingxiao Wei, He Yan, Lu Xiangju, Junmin Zhu, Jun Wang, Wei Zhang
Document Segmentation Matters for Retrieval-Augmented Generation
Zhitong Wang, Cheng Gao, Yufei Huang, Shuzheng Si, Kangyang Luo, Yuzhuo Bai, Wenhao Li, Tangjian Duan, Chuancheng Lv, Guoshan Lu, Gang Chen, Fanchao Qi, Chaojun Xiao, Maosong Sun
UBench: Benchmarking Uncertainty in Large Language Models with Multiple Choice Questions
Xunzhi Wang, Zhuowei Zhang, Gaonan Chen, Qiongyu Li, Bitong Luo, Zhixin Han, Haotian Wang, Zhiyu li, Hang Gao, Mengting Hu
Embracing Large Language Models in Traffic Flow Forecasting
Yusheng Zhao, Xiao Luo, Haomin Wen, Zhiping Xiao, Wei Ju, Ming Zhang
Flow2Code: Evaluating Large Language Models for Flowchart-based Code Generation Capability
Mengliang He, Jiayi Zeng, Yankai Jiang, Wei Zhang, Zeming Liu, Xiaoming Shi, Aimin Zhou
Smarter, Not Harder: Training-Free Adaptive Computation for Transformers
Romain Storaï, Jaeseong Lee, seung-won hwang
UCS-SQL: Uniting Content and Structure for Enhanced Semantic Bridging In Text-to-SQL
Zhenhe Wu, Zhongqiu Li, JieZhangChinaTele, Zhongjiang He, Jian Yang, Yu Zhao, Ruiyu Fang, Bing Wang, Hongyan Xie, Shuangyong Song, Zhoujun Li
CodePRM: Execution Feedback-enhanced Process Reward Model for Code Generation
Qingyao Li, Xinyi Dai, Xiangyang Li, Weinan Zhang, Yasheng Wang, Ruiming Tang, Yong Yu
STEM-POM: Evaluating Language Models Math-Symbol Reasoning in Document Parsing
Jiaru Zou, Qing Wang, Pratyush Thakur, Nickvash Kani
Retrieval Visual Contrastive Decoding to Mitigate Object Hallucinations in Large Vision-Language Models
Jihoon Lee, Min Song
Leveraging LLMs for Bangla Grammar Error Correction: Error Categorization, Synthetic Data, and Model Evaluation
Pramit Bhattacharyya, Arnab Bhattacharya
Think Both Ways: Teacher-Student Bidirectional Reasoning Enhances MCQ Generation and Distractor Quality
Yimiao Qiu, Yang Deng, Quanming Yao, Zhimeng Zhang, Zhiang Dong, Chang Yao, Jingyuan Chen
mmE5: Improving Multimodal Multilingual Embeddings via High-quality Synthetic Data
Haonan Chen, Liang Wang, Nan Yang, Yutao Zhu, Ziliang Zhao, Furu Wei, Zhicheng Dou
Word2Passage : Word-level Importance Re-weighting for Query Expansion
Jeonghwan Choi, Minjeong Ban, Minseok Kim, Hwanjun Song
MECoT: Markov Emotional Chain-of-Thought for Personality-Consistent Role-Playing
Yangbo Wei, Zhen huang, Fangzhou Zhao, Qi Feng, WEI W. XING
FiDeLiS: Faithful Reasoning in Large Language Models for Knowledge Graph Question Answering
Yuan Sui, Yufei He, Nian Liu, Xiaoxin He, Kun Wang, Bryan Hooi
REALM: A Dataset of Real-World LLM Use Cases
Jingwen Cheng, Kshitish Ghate, Wenyue Hua, William Yang Wang, Hong Shen, Fei Fang
BABELEDITS: A Benchmark and a Modular Approach for Robust Cross-lingual Knowledge Editing of Large Language Models
Tommaso Green, Félix Gaschi, Fabian David Schmidt, Simone Paolo Ponzetto, Goran Glavaš
CDS: Data Synthesis Method Guided by Cognitive Diagnosis Theory
Haokun Zhao, Jinyi Han, Jiaqing Liang, Yanghua Xiao, Xiaojun Meng, Jiansheng Wei
Problem-Solving Logic Guided Curriculum In-Context Learning for LLMs Complex Reasoning
Xuetao Ma, Wenbin Jiang, Hua Huang
BESSTIE: A Benchmark for Sentiment and Sarcasm Classification for Varieties of English
Dipankar Srirag, Aditya Joshi, Jordan Painter, Diptesh Kanojia
NavRAG: Generating User Demand Instructions for Embodied Navigation through Retrieval-Augmented LLM
Zihan Wang, Yaohui Zhu, Gim Hee Lee, Yachun Fan
SQLForge: Synthesizing Reliable and Diverse Data to Enhance Text-to-SQL Reasoning in LLMs
Yu Guo, Dong Jin, Shenghao Ye, Shuangwu chen, jianyang, Xiaobin Tan
Retrieval-Augmented Process Reward Model for Generalizable Mathematical Reasoning
Jiachen Zhu, Congmin Zheng, Jianghao Lin, Kounianhua Du, Ying Wen, Yong Yu, Jun Wang, Weinan Zhang
Contrastive Learning for Task-Independent SpeechLLM-Pretraining
Maike Züfle, Jan Niehues
SOTA Attention Operator is generated by SOTA Attention Algorithm
Qirui Zhou, Shaohui Peng, Weiqiang Xiong, Haixin Chen, Yuanbo Wen, Haochen Li, Ling Li, Qi Guo, Yongwei Zhao, KE GAO, Ruizhi Chen, Yanjun Wu, Zhao Chen, Yunji Chen
ALW: Adaptive Layer-Wise contrastive decoding enhancing reasoning ability in Large Language Models
Yuechi Zhou, Chuyue Zhou, Jianxin Zhang, Juntao Li, Min Zhang
Mixture of Decoding: An Attention-Inspired Adaptive Decoding Strategy to Mitigate Hallucinations in Large Vision-Language Models
Xinlong Chen, Yuanxing Zhang, Qiang Liu, Junfei Wu, Fuzheng Zhang, Tieniu Tan
VidCapBench: A Comprehensive Benchmark of Video Captioning for Controllable Text-to-Video Generation
Xinlong Chen, Yuanxing Zhang, Chongling Rao, Yushuo Guan, Jiaheng Liu, Fuzheng Zhang, Chengru Song, Qiang Liu, Di ZHANG, Tieniu Tan
Mitigating Demonstration Bias through Global Coevolutionary Reasoning
Chuan Gou, Bangwei Li, Jianhua Dai, Xiaoyang Han, Ming Cai
A Representation Level Analysis of NMT Model Robustness to Grammatical Errors
Abderrahmane Issam, Yusuf Can Semerci, Jan Scholtes, Gerasimos Spanakis
$T^2DR$: A Two-Tier Deficiency-Resistant Framework for Incomplete Multimodal Learning
Han Lin, Xiu Tang, Huan Li, Wenxue Cao, Sai Wu, Chang Yao, Lidan Shou, Gang Chen
From Specific-MLLMs to Omni-MLLMs: A Survey on MLLMs Aligned with Multi-modalities
Shixin Jiang, Jiafeng Liang, Jiyuan Wang, Xuan Dong, Heng Chang, Weijiang Yu, Jinhua Du, Ming Liu, Bing Qin
Analyzing the Effect of Linguistic Similarity on Cross-Lingual Transfer: Tasks and Experimental Setups Matter
Verena Blaschke, Masha Fedzechkina, Maartje Ter Hoeve
Agents generalize to novel levels of abstraction by using adaptive linguistic strategies
Kristina Kobrock, Xenia Ohmer, Elia Bruni, Nicole Gotzner
The Linguistic Connectivities Within Large Language Models
Dan Wang, Boxi Cao, Ning Bian, Xuanang Chen, Yaojie Lu, Hongyu Lin, Jia Zheng, Le Sun, Shanshan Jiang, Bin Dong, Xianpei Han
XFinBench: Benchmarking LLMs in Complex Financial Problem Solving and Reasoning
Zhihan Zhang, Yixin Cao, Lizi Liao
Align$^2$LLaVA: Cascaded Human and Large Language Model Preference Alignment for Multi-modal Instruction Curation
Hongzhe Huang, Jiang Liu, Zhewen Yu, Li Cai, Dian Jiao, Wenqiao Zhang, Siliang Tang, Juncheng Li, Hao Jiang, Haoyuan Li, Yueting Zhuang
Achieving binary weight and activation for LLMs using Post-Training Quantization
Siqing Song, Chuang Wang, Rui-Qi Wang, Yi Yang, Xu-Yao Zhang
Mitigating Negative Interference in Multilingual Knowledge Editing through Null-Space Constraints
Wei Sun, Tingyu Qu, Mingxiao Li, Jesse Davis, Marie-Francine Moens
From Awareness to Adaptability: Enhancing Tool Utilization for Scientific Reasoning
wenjing Xie, Xiaobo Liang, Juntao Li, Wanfu Wang, Kehai Chen, Qiaoming Zhu, Min Zhang
AMoPO: Adaptive Multi-objective Preference Optimization without Reward Models and Reference Models
Qi Liu, Jingqing Ruan, Hao Li, Haodong Zhao, Desheng Wang, Jiansong Chen, Wan Guanglu, Xunliang Cai, Zhi Zheng, Tong Xu
Supervised Optimism Correction: Be Confident When LLMs Are Sure
Junjie Zhang, Rushuai Yang, Shunyu Liu, Ting-En Lin, Fei Huang, Yi Chen, Yongbin Li, Dacheng Tao
Offline Reinforcement Learning for LLM Multi-step Reasoning
Huaijie Wang, Shibo Hao, Hanze Dong, Shenao Zhang, Yilin Bao, Ziran Yang, Yi Wu
Sampling-based Pseudo-Likelihood for Membership Inference Attacks
Masahiro Kaneko, Youmi Ma, Yuki Wata, Naoaki Okazaki
AgentStore: Scalable Integration of Heterogeneous Agents As Specialized Generalist Computer Assistant
Chengyou Jia, Minnan Luo, Zhuohang Dang, Qiushi Sun, Fangzhi Xu, Junlin Hu, Tianbao Xie, Zhiyong Wu
Boosting Vulnerability Detection of LLMs via Curriculum Preference Optimization with Synthetic Reasoning Data
Xin-Cheng Wen, Yijun Yang, Cuiyun Gao, Yang Xiao, Qing Liao, Deheng Ye
$GA-S^3$: Comprehensive Social Network Simulation with Group Agents
Yunyao Zhang, Zikai Song, Hang Zhou, Wenfeng Ren, Yi-Ping Phoebe Chen, Junqing Yu, Wei Yang
M-RangeDetector: Enhancing Generalization in Machine-Generated Text Detection through Multi-Range Attention Masks
Kaijie Jiao, Quan Wang, Licheng Zhang, Zikang Guo, Zhendong Mao
Does Your Voice Assistant Remember? Analyzing Conversational Context Recall and Utilization in Voice Interaction Models
Heeseung Kim, Che Hyun Lee, Sangkwon Park, Jiheum Yeom, Nohil Park, Sangwon Yu, Sungroh Yoon
NeuronMerge: Merging Models via Functional Neuron Groups
Wangyun Gu, Qianghua Gao, Zhang Li-Xin, Xu Shen, Jieping Ye
HellaSwag-Pro: A Large-Scale Bilingual Benchmark for Evaluating the Robustness of LLMs in Commonsense Reasoning
Xiaoyuan Li, Moxin Li, Rui Men, Yichang Zhang, Keqin Bao, Wenjie Wang, Fuli Feng, Dayiheng Liu, Junyang Lin
Self-Steering Optimization: Autonomous Preference Optimization for Large Language Models
Hao Xiang, Bowen Yu, Hongyu Lin, Keming Lu, Yaojie Lu, Xianpei Han, Ben He, Le Sun, Jingren Zhou, Junyang Lin
LIME: Less Is More for MLLM Evaluation
King Zhu, Qianbo Zang, Shian Jia, Siwei Wu, Feiteng Fang, Yizhi LI, Shuyue Guo, Tianyu Zheng, Jiawei Guo, Bo Li, Haoning Wu, Xingwei Qu, Jian Yang, Ruibo Liu, Xiang Yue, Jiaheng Liu, Chenghua Lin, Hamid Alinejad-Rokny, Min Yang, Shiwen Ni, Wenhao Huang, Ge Zhang
Debate, Reflect, and Distill: Multi-Agent Feedback with Tree-Structured Preference Optimization for Efficient Language Model Enhancement
Xiaofeng Zhou, Heyan Huang, Lizi Liao
The Code Review Comprehension Assessment for Language Models
Hong Yi Lin, Chunhua Liu, Haoyu Gao, Patanamon Thongtanunam, Christoph Treude
A Framework of Narrative Media Framing in Political Discourse
Yulia Otmakhova, Lea Frermann
MHALO: Evaluating MLLMs as Fine-grained Hallucination Detectors
Yishuo Cai, Renjie Gu, Jiaxu Li, Xuancheng Huang, Junzhe Chen, Xiaotao Gu, Minlie Huang
Semantic Topology: a New Perspective for Communication Style Characterization
Barbara Scalvini, Alireza Mashaghi
Decoding LLM Personality Measurement: Forced-Choice vs. Likert
Xiaoyu Li, Haoran Shi, Zengyi Yu, Yukun Tu, Chanjin Zheng
MultiMSD: A Corpus for Multilingual Medical Text Simplification from Online Medical References
Koki Horiguchi, Tomoyuki Kajiwara, Takashi Ninomiya, Shoko Wakamiya, Eiji Aramaki
BadWindtunnel: Defending Backdoor in High-noise Simulated Training with Confidence Variance
Ruyi Zhang, Songlei Jian, Yusong Tan, Heng Gao, Haifang Zhou, Kai Lu
Multimodal Machine Translation with Text-Image In-depth Questioning
Yue Gao, Jing Zhao, Shiliang Sun, Xiaosong Qiao, Tengfei Song, Hao Yang
ReKG-MCTS: Reinforcing LLM Reasoning on Knowledge Graphs via Training-Free Monte Carlo Tree Search
Xiaozhuang Song, Shufei Zhang, Tianshu Yu
HTML: Hierarchical Topology Multi-task Learning for Semantic Parsing in Knowledge Base Question Answering
Aziguli Wulamu, Lyu Zhengyu, Kaiyuan Gong, Yu Han, Zewen Wang, Zhihong Zhu, Bowen Xing
StructFlowBench: A Structured Flow Benchmark for Multi-turn Instruction Following
Jinnan Li, Jinzhe Li, Yue Wang, Yi Chang, Yuan Wu
CMIE: Combining MLLM Insights with External Evidence for Explainable Out-of-Context Misinformation Detection
Fanxiao Li, Jiaying Wu, Canyuan He, Wei Zhou
Towards Understanding Etiquettical Bias in LLMs
Ashutosh Dwivedi, Siddhant Shivdutt Singh, Ashutosh Modi
FinRipple: Aligning Large Language Models with Financial Market for Event Ripple Effect Awareness
Yuanjian Xu, Jianing Hao, Kunsheng Tang, Jingnan Chen, Anxian Liu, Peng LIU, Guang Zhang
Beyond Decoder-only: Large Language Models Can be Good Encoders for Machine Translation
yingfeng luo, Tong Zheng, Yongyu Mu, Bei Li, Qinghong Zhang, Yongqi Gao, Ziqiang Xu, Peinan Feng, Xiaoqian Liu, Tong Xiao, JingBo Zhu
EC-RAFT: Automated Generation of Clinical Trial Eligibility Criteria through Retrieval-Augmented Fine-Tuning
Nopporn Lekuthai, Nattawit Pewngam, Supitcha Sokrai, Titipat Achakulvisut
Pitfalls of Scale: Investigating the Inverse Task of Redefinition in Large Language Models
Elena Stringli, Maria Lymperaiou, Giorgos Filandrianos, Giorgos Stamou
Implicit Reasoning in Transformers is Reasoning through Shortcuts
Tianhe Lin, Jian Xie, Siyu Yuan, Deqing Yang
Learning to Align Multi-Faceted Evaluation: A Unified and Robust Framework
Kaishuai Xu, Tiezheng YU, Yi Cheng, Wenjun Hou, Liangyou Li, Xin Jiang, Lifeng Shang, Qun Liu, Wenjie Li
CortexDebate: Debating Sparsely and Equally for Multi-Agent Debate
Yiliu Sun, Zicheng Zhao, Sheng Wan, Chen Gong
PAP2PAT: Benchmarking Outline-Guided Long-Text Patent Generation with Patent-Paper Pairs
Valentin Knappich, Anna Hätty, Simon Razniewski, Annemarie Friedrich
Debt Collection Negotiations with Large Language Models: An Evaluation System and Optimizing Decision Making with Multi-Agent
Xiaofeng Wang, Zhixin Zhang, Jin Guang Zheng, Yiming Ai, Rui Wang
Focused-DPO: Enhancing Code Generation Through Focused Preference Optimization on Error-Prone Points
Kechi Zhang, Ge Li, Jia Li, Yihong Dong, Jia Li, Zhi Jin
Supervised and Unsupervised Probing of Shortcut Learning: Case Study on the Emergence and Evolution of Syntactic Heuristics in BERT
Elke Vandermeerschen, Miryam de Lhoneux
GIMMICK: Globally Inclusive Multimodal Multitask Cultural Knowledge Benchmarking
Florian Schneider, Carolin Holtermann, Chris Biemann, Anne Lauscher
R-VLM: Region-Aware Vision Language Model for Precise GUI Grounding
Joonhyung Park, Peng Tang, Sagnik Das, srikar appalaraju, Kunwar Yashraj Singh, R. Manmatha, Shabnam Ghadar
Perspective Transition of Large Language Models for Solving Subjective Tasks
Xiaolong Wang, Yuanchi Zhang, Ziyue Wang, Yuzhuang Xu, Fuwen Luo, Yile Wang, Peng Li, Yang Liu
TripTailor: A Real-World Benchmark for Personalized Travel Planning
Kaimin Wang, Yuanzhe Shen, Changze Lv, Xiaoqing Zheng, Xuanjing Huang
Random Splitting Negatively Impacts NER Evaluation: Quantifying and Eliminating the Overestimation of NER Performance
Florian Babl, Moritz Hennen, Jakob Murauer, Michaela Geierhos
Structure-adaptive Adversarial Contrastive Learning for Multi-Domain Fake News Detection
Lingwei Wei, Dou Hu, Wei Zhou, Philip S. Yu, Songlin Hu
BiasGuard: A Reasoning-enhanced Bias Detection Tool For Large Language Models
Zhiting Fan, Ruizhe Chen, Zuozhu Liu
Qorǵau: Evaluating Safety in Kazakh-Russian Bilingual Contexts
Maiya Goloburda, Nurkhan Laiyk, Diana Turmakhan, Yuxia Wang, Mukhammed Togmanov, Jonibek Mansurov, Askhat Sametov, Nurdaulet Mukhituly, Minghan Wang, Daniil Orel, Zain Muhammad Mujahid, Fajri Koto, Timothy Baldwin, Preslav Nakov
MMXU: A Multi-Modal and Multi-X-ray Understanding Dataset for Disease Progression
Linjie Mu, Zhongzhen Huang, Shengqian Qin, Yakun Zhu, Shaoting Zhang, Xiaofan Zhang
Tree-of-Code: A Self-Growing Tree Framework for End-to-End Code Generation and Execution in Complex Tasks
Ziyi Ni, YIFAN LI, Ning Yang, Dou Shen, Pin Lyu, daxiang dong
Akan Cinematic Emotions (ACE): A Multimodal Multi-party Dataset for Emotion Recognition in Movie Dialogues
David Sasu, zehui wu, Ziwei Gong, Run Chen, Pengyuan Shi, Lin Ai, Julia Hirschberg, Natalie Schluter
A Cognitive Writing Perspective for Constrained Long-Form Text Generation
Kaiyang Wan, Honglin Mu, Rui Hao, Haoran Luo, Tianle Gu, Xiuying Chen
Migician: Revealing the Magic of Free-Form Multi-Image Grounding in Multimodal Large Language Models
You Li, Heyu Huang, Chi Chen, Kaiyu Huang, Chao Huang, Zonghao Guo, Zhiyuan Liu, Jinan Xu, Yuhua Li, Ruixuan Li, Maosong Sun
SIKeD: Self-guided Iterative Knowledge Distillation for Mathematical Reasoning
Shivam Adarsh, Kumar Shridhar, Caglar Gulcehre, Nicholas Monath, Mrinmaya Sachan
Chain of Attack: Hide Your Intention through Multi-Turn Interrogation
Xikang Yang, biyu zhou, Xuehai Tang, Jizhong Han, Songlin Hu
MIG: Automatic Data Selection for Instruction Tuning by Maximizing Information Gain in Semantic Space
Yicheng Chen, Yining Li, Kai Hu, Ma Zerun, HaochenYe, Kai Chen
Enhancing Automatic Term Extraction in Large Language Models via Syntactic Retrieval
Yongchan Chun, Minhyuk Kim, Dongjun Kim, Chanjun Park, Heuiseok Lim
Explainable Depression Detection in Clinical Interviews with Personalized Retrieval-Augmented Generation
Linhai Zhang, Ziyang Gao, Deyu Zhou, Yulan He
EMPEC: A Comprehensive Benchmark for Evaluating Large Language Models Across Diverse Healthcare Professions
Zheheng Luo, Chenhan Yuan, Qianqian Xie, Sophia Ananiadou
Beyond Numeric Rewards: In-Context Dueling Bandits with LLM Agents
Fanzeng Xia, Hao Liu, Yisong Yue, Tongxin Li
“Well, Keep Thinking”: Enhancing LLM Reasoning with Adaptive Injection Decoding
Hyunbin Jin, Je Won Yeom, Seunghyun Bae, Taesup Kim
SpeechT-RAG: Reliable Depression Detection in LLMs with Retrieval-Augmented Generation Using Speech Timing Information
Xiangyu Zhang, Hexin Liu, Qiquan Zhang, Beena Ahmed, Julien Epps
Fine-grained Knowledge Enhancement for Retrieval-Augmented Generation
Jingxuan Han, Zhendong Mao, Yi Liu, Yexuan Che, Zheren Fu, Quan Wang
Bayesian Optimization for Controlled Image Editing via LLMs
Chengkun Cai, Haoliang Liu, Xu Zhao, Zhongyu Jiang, Tianfang Zhang, Zongkai Wu, Jenq-Neng Hwang, Serge Belongie, Lei Li
SPOT: Zero-Shot Semantic Parsing Over Property Graphs
Francesco Cazzaro, Justin Kleindienst, Sofia Márquez Gomez, Ariadna Quattoni
Reasoning Circuits in Language Models: A Mechanistic Interpretation of Syllogistic Inference
Geonhee Kim, Marco Valentino, Andre Freitas
Multi-Hop Question Generation via Dual-Perspective Keyword Guidance
Maodong Li, Longyin Zhang, Fang Kong
LoRMA: Low Rank Multiplicative Adaptation for LLMs
Harsh Bihany, Shubham Patel, Ashutosh Modi
DI-BENCH: Benchmarking Large Language Models on Dependency Inference with Testable Repositories at Scale
Linghao Zhang, Junhao Wang, Shilin He, Chaoyun Zhang, Yu Kang, Bowen Li, Jiaheng Wen, Chengxing Xie, Maoquan Wang, Yufan Huang, Elsie Nallipogu, Qingwei Lin, Yingnong Dang, Saravan Rajmohan, Dongmei Zhang, Qi Zhang
Weak-to-Strong Honesty Alignment via Learning-to-Rank Supervision
YunfanXie, Lixin Zou, Dan Luo, Min Tang, Chenliang Li
MultiHoax: A Dataset of Multi-hop False-premise questions
Mohammadamin Shafiei, Hamidreza Saffari, Nafise Sadat Moosavi
Learning to Play Like Humans: A Framework for LLM Adaptation in Interactive Fiction Games
Jinming Zhang, Yunfei Long
STATE ToxiCN: A Benchmark for Span-level Target-Aware Toxicity Extraction in Chinese Hate Speech Detection
Zewen Bai, shengdi yin, Junyu Lu, Jingjie Zeng, Haohao Zhu, Yuanyuan Sun, Liang Yang, Hongfei Lin
RelEdit: Evaluating Conceptual Knowledge Editing in Language Models via Relational Reasoning
Yifan Niu, Miao Peng, Nuo Chen, Yatao Bian, Tingyang Xu, Jia Li
Unlocking Speech Instruction Data Potential with Query Rewriting
Yonghua Hei, Yibo Yan, Shuliang Liu, Huiyu Zhou, Linfeng Zhang, Xuming Hu
From Evasion to Concealment: Stealthy Knowledge Unlearning for LLMs
Tianle Gu, Kexin Huang, Ruilin Luo, Yuanqi Yao, Xiuying Chen, Yujiu Yang, Yan Teng, Yingchun Wang
Context-DPO: Aligning Language Models for Context-Faithfulness
Baolong Bi, Shaohan Huang, Yiwei Wang, Tianchi Yang, Zihan Zhang, Haizhen Huang, Lingrui Mei, Junfeng Fang, Zehao Li, Furu Wei, Weiwei Deng, Feng Sun, Qi Zhang, Shenghua Liu
Reasoning Does Not Necessarily Improve Role-Playing Ability
Xiachong Feng, Longxu Dou, Lingpeng Kong
TableLLM: Enabling Tabular Data Manipulation by LLMs in Real Office Usage Scenarios
Xiaokang Zhang, Sijia Luo, Bohan Zhang, Zeyao Ma, Jing Zhang, Yang Li, Guanlin Li, Zijun Yao, Kangli Xu, Jinchang Zhou, Daniel Zhang-Li, Jifan Yu, Shu Zhao, Juanzi Li, Jie Tang
A Survey of LLM-based Agents in Medicine
Wenxuan Wang, Zizhan Ma, Zheng WANG, Chenghan Wu, Jiaming Ji, Wenting Chen, Xiang Li, Yixuan Yuan
Context Robust Knowledge Editing for Language Models
Haewon Park, Gyubin Choi, Minjun Kim, Yohan Jo
Multi-Agent Collaboration via Cross-Team Orchestration
Zhuoyun Du, Chen Qian, Wei Liu, Zihao Xie, YiFei Wang, Rennai Qiu, Yufan Dang, Weize Chen, Cheng Yang, Ye Tian, Xuantang Xiong, Lei Han
Semantic Evaluation of Multilingual Data-to-Text Generation via NLI Fine-Tuning: Precision, Recall and F1 scores
William Soto Martinez, Yannick Parmentier, Claire Gardent
Optimized Text Embedding Models and Benchmarks for Amharic Passage Retrieval
Kidist Amde Mekonnen, Yosef Worku Alemneh, Maarten de Rijke
Enhancing Transformation from Natural Language to Signal Temporal Logic Using LLMs with Diverse External Knowledge
Yue Fang, Zhi Jin, Jie An, Hongshen Chen, Xiaohong Chen, Naijun Zhan
DAGS: A Dependency-Based Dual-Attention and Global Semantic Improvement Framework for Metaphor Recognition
Puli Chen, Cheng Yang, Xingmao Zhang, Qingbao Huang
ESF: Efficient Sensitive Fingerprinting for Black-Box Tamper Detection of Large Language Models
Xiaofan Bai, Pingyi Hu, Xiaojing Ma, Bin Benjamin Zhu, Linchen Yu, Dongmei Zhang, Qi Zhang
The Lessons of Developing Process Reward Models in Mathematical Reasoning
Zhenru Zhang, Chujie Zheng, Yangzhen Wu, Beichen Zhang, Runji Lin, Bowen Yu, Dayiheng Liu, Jingren Zhou, Junyang Lin
MinosEval: Distinguishing Factoid and Non-Factoid for Tailored Open-Ended QA Evaluation with LLMs
Yongqi Fan, Yating Wang, Guandong Wang, Zhai Jie, Jingping Liu, Qi Ye, Tong Ruan
Towards Conditioning Clinical Text Generation for User Control
Osman Alperen Koraş, Rabi Bahnan, Jens Kleesiek, Amin Dada
CoDet-M4: Detecting Machine-Generated Code in Multi-Lingual, Multi-Generator and Multi-Domain Settings
Daniil Orel, Dilshod Azizov, Preslav Nakov
Q-Mamba: Towards more efficient Mamba models via post-training quantization
Chen Tianqi, Yuanteng Chen, Peisong Wang, Weixiang Xu, Zeyu Zhu, Jian Cheng
P²Net: Parallel Pointer-based Network for Key Information Extraction with Complex Layouts
kaiwen wei, Jie Yao, Jiang Zhong, Yangyang Kang, Jingyuan Zhang, Changlong Sun, Xin Zhang, Fengmao Lv, Li Jin
Refining Sentence Embedding Model through Ranking Sentences Generation with Large Language Models
Liyang He, Chenglong Liu, Rui Li, Zhenya Huang, Shulan Ruan, JUN ZHOU, Enhong Chen
RQT: Hierarchical Residual Quantization for Multi-Model Compression
Chen Tianqi, Peisong Wang, Weixiang Xu, Zeyu Zhu, Jian Cheng
taz2024full: Analysing German Newspapers for Gender Bias and Discrimination across Decades
Stefanie Urchs, Veronika Thurner, Matthias Aßenmacher, Christian Heumann, Stephanie Thiemichen
LCFO: Long Context and Long Form Output Dataset and Benchmarking
Marta R. Costa-jussà, Pierre Andrews, Mariano Coria Meglioli, Joy Chen, Joe Chuang, David Dale, Christophe Ropers, Alexandre Mourachko, Eduardo Sánchez, Holger Schwenk, Tuan A. Tran, Arina Turkatenko, Carleigh Wood
Span-based Semantic Role Labeling as Lexicalized Constituency Tree Parsing
Yang Hou, Zhenghua Li
Learning from Negative Samples in Biomedical Generative Entity Linking
Chanhwi Kim, Hyunjae Kim, Sihyeon Park, Jiwoo Lee, Mujeen Sung, Jaewoo Kang
Self-play through Computational Runtimes improves Chart Reasoning
Tautvydas Misiūnas, Hassan Mansoor, Jasper Uijlings, Oriana Riva, Victor Carbune
Towards Better Chain-of-Thought: A Reflection on Effectiveness and Faithfulness
Jiachun Li, Pengfei Cao, Yubo Chen, Jiexin Xu, Huaijun Li, Xiaojian Jiang, Kang Liu, Jun Zhao
A Couch Potato is not a Potato on a Couch: Prompting Strategies, Image Generation, and Compositionality Prediction for Noun Compounds
Sinan Kurtyigit, Diego Frassinelli, Carina Silberer, Sabine Schulte im Walde
A Rose by Any Other Name: LLM-Generated Explanations Are Good Proxies for Human Explanations to Collect Label Distributions on NLI
Beiduo Chen, Siyao Peng, Anna Korhonen, Barbara Plank
Measuring What Matters: Evaluating Ensemble LLMs with Label Refinement in Inductive Coding
Angelina Parfenova, Jürgen Pfeffer
Dynamic Evil Score-Guided Decoding: An Efficient Decoding Framework For Red-Team Model
Cong Gao, Bo Zhang, Linkang Yang, Minghao Hu, Zhunchen Luo, Xiaoying Bai, Guotong Geng, Jun Zhang, Yunhua XUE
CoMuMDR: Code-mixed Multi-modal Multi-domain corpus for Discourse paRsing in conversations
Divyaksh Shukla, Ritesh Baviskar, Dwijesh Gohil, Aniket Tiwari, Atul Shree, Ashutosh Modi
Multi-word Measures: Modeling Semantic Change in Compound Nouns
Chris Jenkins, Filip Miletić, Sabine Schulte im Walde
Bridge-Coder: Transferring Model Capabilities from High-Resource to Low-Resource Programming Language
Jipeng Zhang, Jianshu Zhang, Yuanzhe LI, Renjie Pi, Rui Pan, Runtao Liu, Zheng Ziqiang, Tong Zhang
ProBench: Judging Multimodal Foundation Models on Open-ended Multi-domain Expert Tasks
Yan Yang, Dongxu Li, Haoning Wu, Bei Chen, Liu Liu, Liyuan Pan, Junnan Li
2M-BELEBELE: Highly Multilingual Speech and American Sign Language Comprehension Dataset Download PDF
Marta R. Costa-jussà, Bokai YU, Pierre Andrews, Belen Alastruey, Necati Cihan Camgoz, Joe Chuang, Jean Maillard, Christophe Ropers, Arina Turkatenko, Carleigh Wood
A General Framework to Evaluate Methods for Assessing Dimensions of Lexical Semantic Change Using LLM-Generated Synthetic Data
Naomi Baes, Raphael Merx, Nick Haslam, Ekaterina Vylomova, Haim Dubossarsky
Chain-of-Jailbreak Attack for Image Generation Models via Step by Step Editing
Wenxuan Wang, Kuiyi Gao, Youliang Yuan, Jen-tse Huang, Qiuzhi Liu, Shuai Wang, Wenxiang Jiao, Zhaopeng Tu
Tokenization is Sensitive to Language Variation
Anna Wegmann, Dong Nguyen, David Jurgens
WirelessMathBench: A Mathematical Modeling Benchmark for LLMs in Wireless Communications
Xin Li, Mengbing Liu, LI WEI, Jiancheng An, Merouane Abdelkader DEBBAH, Chau Yuen
Self-Improvement Towards Pareto Optimality: Mitigating Preference Conflicts in Multi-Objective Alignment
Moxin Li, Yuantao Zhang, Wenjie Wang, Wentao Shi, Zhuo Liu, Fuli Feng, Tat-Seng Chua
Investigating and Scaling up Code-Switching for Multilingual Language Model Pre-Training
Zhijun Wang, Jiahuan Li, Hao zhou, Rongxiang Weng, Jingang Wang, Xin Huang, Xue Han, Junlan Feng, Chao Deng, Shujian Huang
User Behavior Prediction as a Generic, Robust, Scalable, and Low-Cost Evaluation Strategy for Estimating Generalization in LLMs
Sougata Saha, Monojit Choudhury
Beyond Browsing: API-Based Web Agents
Yueqi Song, Frank F. Xu, Shuyan Zhou, Graham Neubig
MiLiC-Eval: Benchmarking Multilingual LLMs for China’s Minority Languages
Chen Zhang, Mingxu Tao, Zhiyuan Liao, Yansong Feng
ArgInstruct: Specialized Instruction Fine-Tuning for Computational Argumentation
Maja Stahl, Timon Ziegenbein, Joonsuk Park, Henning Wachsmuth
Crabs: Consuming Resource via Auto-generation for LLM-DoS Attack under Black-box Settings
Yuanhe Zhang, Zhenhong Zhou, Wei Zhang, Xinyue Wang, Xiaojun Jia, Yang Liu, Sen Su
Probabilistic Aggregation and Targeted Embedding Optimization for Collective Moral Reasoning in Large Language Models
Chenchen Yuan, Zheyu Zhang, Shuo Yang, Bardh Prenkaj, Gjergji Kasneci
Unlocking Recursive Thinking of LLMs: Alignment via Refinement
Haoke Zhang, xiaobo liang, Cunxiang Wang, Juntao Li, Min Zhang
CitaLaw: Enhancing LLM with Citations in Legal Domain
Kepu Zhang, Weijie Yu, Sunhao Dai, Jun Xu
MEGen: Generative Backdoor into Large Language Models via Model Editing
Jiyang Qiu, Xinbei Ma, Zhuosheng Zhang, hai zhao, Yun Li, Qianren Wang
Social Bias Benchmark for Generation: A Comparison of Generation and QA-Based Evaluations
Jiho Jin, Woosung Kang, Junho Myung, Alice Oh
Math2Visual: A Framework for Generating Pedagogically Meaningful Visuals for Teaching Math Word Problems
Junling Wang, Anna Rutkiewicz, April Wang, Mrinmaya Sachan
RASPberry: Retrieval-Augmented Monte Carlo Tree Self-Play with Reasoning Consistency for Multi-Hop Question Answering
Baixuan Li, Yunlong Fan, Tianyi Ma, Miao Gao, Chuanqi Shi, Zhiqiang Gao
All That Glitters is Not Gold: Improving Robust Retrieval-Augmented Language Models with Fact-Centric Preference Alignment
Jia Hao, Chunhong Zhang, Jiarun Liu, Haiyu Zhao, Zhiqiang Zhan, Zheng Hu
FairSteer: Inference Time Debiasing for LLMs with Dynamic Activation Steering
Yichen Li, Zhiting Fan, Ruizhe Chen, Xiaotang Gai, Luqi Gong, Yan Zhang, Zuozhu Liu
Listen, Watch, and Learn to Feel: Retrieval-Augmented Emotion Reasoning for Compound Emotion Generation
Zhuofan Wen, Zheng Lian, Shun Chen, Hailiang Yao, Longjiang Yang, Bin Liu, Jianhua Tao
GLTW: Joint Improved Graph Transformer and LLM via Three-Word Language for Knowledge Graph Completion
Kangyang Luo, Yuzhuo Bai, Cheng Gao, Shuzheng Si, Zhu Liu, Yingli Shen, Zhitong Wang, Cunliang Kong, Wenhao Li, Yufei Huang, Ye Tian, Xuantang Xiong, Lei Han, Maosong Sun
Learning to Select In-Context Demonstration Preferred by Large Language Model
Zheng Zhang, Shaocheng Lan, Lei Song, Jiang Bian, Yexin Li, Kan Ren
Beyond the Spelling Miracle: Investigating Substring Awareness in Character-Blind Language Models
Cristiano Ciaccio, Marta Sartor, Alessio Miaschi, Felice Dell’Orletta
DEMO: Reframing Dialogue Interaction with Fine-grained Element Modeling
Minzheng Wang, Xinghua Zhang, Kun Chen, Nan Xu, Haiyang Yu, Fei Huang, Wenji Mao, Yongbin Li
InfiniteICL: Breaking the Limit of Context Window Size via Long Short-term Memory Transformation
Bowen Cao, Deng Cai, Wai Lam
M3HG: Multimodal, Multi-scale, and Multi-type Node Heterogeneous Graph for Emotion Cause Triplet Extraction in Conversations
Qiao Liang, Ying Shen, Tiantian Chen, Lin Zhang
Large Language Models Are Natural Video Popularity Predictors
Pratik Kayal, Pascal Mettes, Nima Dehmamy, Minsu Park
DELMAN: Dynamic Defense Against Large Language Model Jailbreaking with Model Editing
Yi Wang, Fenghua Weng, Sibei Yang, Zhan Qin, Minlie Huang, Wenjie Wang
You need to MIMIC to get FAME: Solving Meeting Transcript Scarcity with a Multi-Agent Conversations
Frederic Kirstein, Muneeb Khan, Jan Philip Wahle, Terry Ruas, Bela Gipp
Code-Switching and Syntax: A Large-Scale Experiment
Igor Sterner, Simone Teufel
Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System
Weize Chen, Jiarui Yuan, Chen Qian, Cheng Yang, Zhiyuan Liu, Maosong Sun
Generating Domain-Specific Knowledge Graphs from Large Language Models
Marinela Parović, Ze Li, Jinhua Du
Large Language Models are Miscalibrated In-Context Learners
Chengzu Li, Han Zhou, Goran Glavaš, Anna Korhonen, Ivan Vulić
STeCa: Step-level Trajectory Calibration for LLM Agent Learning
Hanlin Wang, Jian Wang, Chak Tou Leong, Wenjie Li
LEMMA: Learning from Errors for MatheMatical Advancement in LLMs
Zhuoshi Pan, Yu Li, Honglin Lin, Qizhi Pei, Zinan Tang, Wei Wu, Chenlin Ming, H. Vicky Zhao, Conghui He, Lijun Wu
Voting or Consensus? Decision-Making in Multi-Agent Debate
Lars Benedikt Kaesberg, Jonas Becker, Jan Philip Wahle, Terry Ruas, Bela Gipp
Rhetorical Device-Aware Sarcasm Detection with Counterfactual Data Augmentation
Qingqing Hong, Dongyu Zhang, Jiayi Lin, Dapeng Yin, Shuyue Zhu, Junli Wang
Selecting Demonstrations for Many-Shot In-Context Learning via Gradient Matching
Jianfei Zhang, Bei Li, Jun Bai, Rumei Li, Yanmeng Wang, Chenghua Lin, Wenge Rong
Cheap Character Noise for OCR-Robust Multilingual Embeddings
Andrianos Michail, Juri Opitz, Yining Wang, Robin Meister, Rico Sennrich, Simon Clematide
Physics: Benchmarking Foundation Models for PhD-Qualifying Exam Physics Problem Solving
Kaiyue Feng, Yilun Zhao, Yixin Liu, Tianyu Yang, Chen Zhao, John Sous, Arman Cohan
DOVE: A Large-Scale Multi-Dimensional Predictions Dataset Towards Meaningful LLM Evaluation
Eliya Habba, Ofir Arviv, Itay Itzhak, Yotam Perlitz, Elron Bandel, Leshem Choshen, Michal Shmueli-Scheuer, Gabriel Stanovsky
ALPS: Attention Localization and Pruning Strategy for Efficient Adaptation of Large Language Models
Hao Chen, Haoze Li, Zhiqing Xiao, Lirong Gao, Qi Zhang, Xiaomeng Hu, NINGTAO WANG, Xing Fu, Junbo Zhao
DeTAM: Defending LLMs Against Jailbreak Attacks via Targeted Attention Modification
Yu Li, Han Jiang, Zhihua Wei
A Survey of Mathematical Reasoning in the Era of Multimodal Large Language Model: Benchmark, Method & Challenges
Yibo Yan, Jiamin Su, Jianxiang He, Fangteng FU, Xu Zheng, Yuanhuiyi Lyu, Kun Wang, Shen Wang, Qingsong Wen, Xuming Hu
Fast-and-Frugal Text-Graph Transformers are Effective Link Predictors
Andrei Catalin Coman, Christos Theodoropoulos, Marie-Francine Moens, James Henderson
NeoQA: Evidence-based Question Answering with Generated News Events
Max Glockner, Xiang Jiang, Leonardo F. R. Ribeiro, Iryna Gurevych, Markus Dreyer
ChatMap: Mining Human Thought Processes for Customer Service Chatbots via Multi-Agent Collaboration
Xinyi Jiang, Tianyi Hu, Yuheng Qin, Guoming Wang, Zhou Huan, kehan chen, Gang Huang, Rongxing Lu, Siliang Tang
P3: Prompts Promote Prompting
Xinyu Zhang, Yuanquan Hu, Fangchao Liu, Zhicheng Dou
VAQUUM: Are Vague Quantifiers Grounded in Visual Data?
Hugh Mee Wong, Rick Nouwen, Albert Gatt
Forgotten Polygons: Multimodal Large Language Models are Shape-Blind
William Rudman, Michal Golovanevsky, Amir Bar, Vedant Palit, Yann LeCun, Carsten Eickhoff, Ritambhara Singh
MindBridge: Scalable and Cross-Model Knowledge Editing via Memory-Augmented Modality
Shuaike Li, Kai Zhang, Qi Liu, Enhong Chen
FIHA: Automated Fine-grained Hallucinations Evaluations in Large Vision Language Models with Davidson Scene Graphs
Bowen Yan, Zhengsong Zhang, Liqiang Jing, Eftekhar Hossain, Xinya Du
On the Role of Semantic Proto-roles in Semantic Analysis: What do LLMs know about agency?
Elizabeth Spaulding, Shafiuddin Rehan Ahmed, James Martin
GeAR: Graph-enhanced Agent for Retrieval-augmented Generation
Zhili Shen, Chenxin Diao, Pavlos Vougiouklis, Pascual Merita, Shriram Piramanayagam, Enting Chen, Damien Graux, Andre Melo, Ruofei Lai, Zeren Jiang, Zhongyang Li, YE QI, Yang Ren, Dandan Tu, Jeff Z. Pan
WebNLG-IT: Construction of an aligned RDF-Italian corpus through Machine Translation techniques
Michael Oliverio, Pier Felice Balestrucci, Alessandro Mazzei, Valerio Basile
Towards Adapting Open-Source Large Language Models for Expert-Level Clinical Note Generation
Hanyin Wang, Chufan Gao, Bolun Liu, Qiping Xu, Guleid Hussein, Mohamad El Labban, Kingsley Iheasirim, Hariprasad Reddy Korsapati, Chuck Outcalt, Jimeng Sun
Bridging Robustness and Generalization Against Word Substitution Attacks in NLP via the Growth Bound Matrix Approach
Mohammed Bouri, Adnane Saoud
Neuro-Symbolic Query Compiler
Yuyao Zhang, Zhicheng Dou, Xiaoxi Li, Jiajie Jin, Yongkang Wu, Zhonghua Li, YE QI, Ji-Rong Wen
Revealing and Mitigating the Local Pattern Shortcuts of Mamba
WangJie You, Zecheng Tang, Juntao Li, Lili Yao, Min Zhang
Forget the Token and Pixel: Rethinking Gradient Ascent for Concept Unlearning in Multimodal Generative Models
Jiaqi Li, Chuanyi Zhang, Miaozeng Du, Hui Zhang, Yongrui Chen, Qianshan Wei, Junfeng Fang, Ruipeng Wang, Sheng Bi, Guilin Qi
Slamming: Training a Speech Language Model on One GPU in a Day
Gallil Maimon, Avishai Elmakies, Yossi Adi
Boosting LLM Translation Skills without General Ability Loss via Rationale Distillation
Junhong Wu, Yang Zhao, Yangyifan Xu, Bing Liu, Chengqing Zong
Clarifying Underspecified Discourse Relations in Instructional Texts
Berfin Aktas, Michael Roth
WMT24++: Expanding the Language Coverage of WMT24 to 55 Languages & Dialects
Daniel Deutsch, Eleftheria Briakou, Isaac Rayburn Caswell, Mara Finkelstein, Rebecca Galor, Juraj Juraska, Geza Kovacs, Alison Lui, Ricardo Rei, Jason Riesa, Shruti Rijhwani, Parker Riley, Elizabeth Salesky, Firas Trabelsi, Stephanie Winkler, Biao Zhang, Markus Freitag
Exploring Graph Representations of Logical Forms for Language Modeling
Michael Sullivan
SEA-HELM: Southeast Asian Holistic Evaluation of Language Models
Yosephine Susanto, Adithya Venkatadri Hulagadri, Jann Railey Montalan, Jian Gang Ngui, Xianbin Yong, Wei Qi Leong, Hamsawardhini Rengarajan, Peerat Limkonchotiwat, Yifan Mai, William Chandra Tjhi
TRANS-ZERO: Self-Play Incentivizes Large Language Models for Multilingual Translation Without Parallel Data
Wei Zou, Sen Yang, Yu Bao, Shujian Huang, Jiajun Chen, Shanbo Cheng
A Conformal Risk Control Framework for Granular Word Assessment and Uncertainty Calibration of CLIPScore Quality Estimates
Goncalo Emanuel Cavaco Gomes, Bruno Martins, Chrysoula Zerva
SGDPO: Self-Guided Direct Preference Optimization for Language Model Alignment
Wenqiao Zhu, Ji Liu, Lulu Wang, Jun Wu, Yulun Zhang
Socratic Style Chain-of-Thoughts Help LLMs to be a Better Reasoner
Jiangbo Pei, Peiyu Liu, Xin Zhao, Aidong Men, Yang Liu
Quantile Regression with Large Language Models for Price Prediction
Nikhita Vedula, Dushyanta Dhyani, Laleh Jalali, Boris N. Oreshkin, Mohsen Bayati, Shervin Malmasi
Training Turn-by-Turn Verifiers for Dialogue Tutoring Agents: The Curious Case of LLMs as Your Coding Tutors
Jian Wang, Yinpei Dai, Yichi Zhang, Ziqiao Ma, Wenjie Li, Joyce Chai
AIGuard: A Benchmark and Lightweight Detection for E-commerce AIGC Risks
Wenhua Zhang, Lixin Zou, Xuanrong Rao, Weicheng Li, Xiangyang Luo, Chubin Zhuang, Yongjie Hong, Zhen Qin, Hengyu Chang, Chenliang Li, Bo Zheng
A$^2$ATS: Retrieval-Based KV Cache Reduction via Windowed Rotary Position Embedding and Query-Aware Vector Quantization
Junhui He, Junna Xing, Nan Wang, Rui Xu, Shangyu Wu, Peng Zhou, Qiang Liu, Chun Jason Xue, Qingan Li
TransBench: Breaking Barriers for Transferable Graphical User Interface Agents in Dynamic Digital Environments
Yuheng Lu, Qian Yu, Hongru WANG, Zeming Liu, Wei Su, Yanping Liu, Yuhang Guo, Maocheng Liang, Yunhong Wang, Haifeng Wang
Order Matters: Investigate the Position Bias in Multi-constraint Instruction Following
Jie Zeng, Qianyu He, Qingyu Ren, Jiaqing Liang, Weikang Zhou, Zeye Sun, Fei Yu, Yanghua Xiao
CoT-VTM: Visual-to-Music Generation with Chain-of-Thought Reasoning
Xikang Guan, Zheng Gu, Jing Huo, Tianyu Ding, Yang Gao
A Tale of Evaluating Factual Consistency: Case Study on Long Document Summarization Evaluation
Yang Zhong, Diane Litman
Evaluating Pretrained Causal Language Models for Synonymy
Ioana Ivan, Carlos Ramisch, Alexis Nasr
MDIT-Bench: Evaluating the Dual-Implicit Toxicity in Large Multimodal Models
Bohan Jin, Shuhan Qi, Kehai Chen, Xinyi Guo, Xuan Wang
CoVE: Compressed Vocabulary Expansion Makes Better LLM-based Recommender Systems
Haochen Zhang, Tianyi Zhang, Junze Yin, Oren Gal, Anshumali Shrivastava, Vladimir Braverman
CtrlA: Adaptive Retrieval-Augmented Generation via Inherent Control
Liu Huanshuo, Hao Zhang, Zhijiang Guo, Jing Wang, Kuicai Dong, Xiangyang Li, Yi Quan Lee, Cong Zhang, Yong Liu
Maximum Score Routing For Mixture-of-Experts
Bowen Dong, Yilong Fan, Yutao Sun, Zhenyu Li, Tengyu Pan, zhou Xun, Jianyong Wang
Time Course MechInterp: Analyzing the Evolution of Components and Knowledge in Large Language Models
Ahmad Dawar Hakimi, Ali Modarressi, Philipp Wicke, Hinrich Schuetze
Well Begun is Half Done: Low-resource Preference Alignment by Weak-to-Strong Decoding
Feifan Song, Shaohang Wei, Wen Luo, Yuxuan Fan, Tianyu Liu, Guoyin Wang, Houfeng Wang
Disentangling Text and Math in Word Problems: Evidence for the Bidimensional Structure of Large Language Models’ Reasoning
Pedro Calais, Gabriel Franco, Zilu Tang, Themistoklis Nikas, Wagner Meira Jr., Evimaria Terzi, Mark Crovella
Human-LLM Coevolution: Evidence from Academic Writing
Mingmeng Geng, Roberto Trotta
Disentangled Multi-span Evolutionary Network against Temporal Knowledge Graph Reasoning
Hao Dong, Ziyue Qiao, Zhiyuan Ning, Qi Hao, Yi Du, Pengyang Wang, Yuanchun Zhou
GRAF: Graph Retrieval Augmented by Facts for Romanian Legal Multi-Choice Question Answering
Cristian-George Craciun, Răzvan-Alexandru Smădu, Dumitru-Clementin Cercel, Mihaela-Claudia Cercel
Express 💬 What You See 👀: Can Multimodal LLMs Decode Visual Ciphers with Intuitive Semiosis Comprehension?
Jiayi Kuang, Yinghui Li, Chen Wang, Haohao Luo, Ying Shen, Wenhao Jiang
ConFit v2: Improving Resume-Job Matching using Hypothetical Resume Embedding and Runner-Up Hard-Negative Mining
Xiao Yu, Ruize Xu, Chengyuan Xue, Jinzhong Zhang, Xu Ma, Zhou Yu
Knowing Before Saying: LLM Representations Encode Information About Chain-of-Thought Success Before Completion
Anum Afzal, Florian Matthes, Gal Chechik, Yftah Ziser
Grounding Task Assistance with Multimodal Cues from a Single Demonstration
Gabriel Herbert Sarch, Balasaravanan Thoravi Kumaravel, Sahithya Ravi, Vibhav Vineet, Andy Wilson
Awes, Laws, and Flaws From Today’s LLM Research
Adrian de Wynter
Dual Debiasing for Noisy In-Context Learning for Text Generation
Siqi Liang, Sumyeong Ahn, Paramveer Dhillon, Jiayu Zhou
DRS: Deep Question Reformulation With Structured Output
Zhecheng Li, Yiwei Wang, Bryan Hooi, Yujun Cai, Nanyun Peng, Kai-Wei Chang
A Step Towards Explainable Hate Speech Detection
Happy Khairunnisa Sariyanto, Diclehan Ulucan, Oguzhan Ulucan, Marc Ebner
BioHopR: A Benchmark for Multi-Hop, Multi-Answer Reasoning in Biomedical Domain
Yunsoo Kim, Yusuf Abdulle, Honghan Wu
PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding
Bradley McDanel, Sai Qian Zhang, Yunhai Hu, Zining Liu
LAM SIMULATOR: Advancing Data Generation for Large Action Models Trainings via Online Exploration and Feedback Simulation
Thai Quoc Hoang, Kung-Hsiang Huang, Shirley Kokane, Jianguo Zhang, Zuxin Liu, Ming Zhu, Jake Grigsby, Tian Lan, Michael S Ryoo, Chien-Sheng Wu, Shelby Heinecke, Huan Wang, Silvio Savarese, Caiming Xiong, Juan Carlos Niebles
$\textit{Rank, Chunk and Expand}$: Lineage-Oriented Reasoning for Taxonomy Expansion
Sahil Mishra, Kumar Arjun, Tanmoy Chakraborty
Probing Subphonemes in Morphology Models
Gal Astrach, Yuval Pinter
Exploiting Instruction-Following Retrievers for Malicious Information Retrieval
Parishad BehnamGhader, Nicholas Meade, Siva Reddy
Improving Causal Interventions in Amnesic Probing with Mean Projection
Alicja Dobrzeniecka, Antske Fokkens, Pia Sommerauer
The Threat of PROMPTS in Large Language Models: A System and User Prompt Perspective
Zixuan Xia, Haifeng Sun, Jingyu Wang, Qi Qi, Huazheng Wang, Xiaoyuan Fu, Jianxin Liao
RoseRAG: Robust Retrieval-augmented Generation with Small-scale LLMs via Margin-aware Preference Optimization
Tianci Liu, Haoxiang Jiang, Tianze Wang, Ran Xu, Yue Yu, Linjun Zhang, Tuo Zhao, Haoyu Wang
Instruction-Tuning LLMs for Event Extraction with Annotation Guidelines
Saurabh Srivastava, Sweta Pati, Ziyu Yao
mRAKL: Multilingual Retrieval-Augmented Knowledge Graph Construction for Low-Resourced Languages
Hellina Hailu Nigatu, Min Li, Maartje Ter Hoeve, Saloni Potdar, Sarah Chasins
Mechanistic Interpretability of Emotion Inference in Large Language Models
Ala N. Tak, Amin Banayeeanzade, Anahita Bolourani, Mina Kian, Robin Jia, Jonathan Gratch
RL-Guider: Leveraging Historical Decisions and Feedback for Drug Editing with Large Language Models
Xufeng Liu, Yixuan Ding, Jingxiang Qu, Yichi Zhang, Wenhan Gao, Yi Liu
BriefMe: A Legal NLP Benchmark for Assisting with Legal Briefs
Jesse Woo, Fateme Hashemi Chaleshtori, Ana Marasovic, Kenneth Marino
I see what you mean: Co-Speech Gestures for Reference Resolution in Multimodal Dialogue
Esam Ghaleb, Bulat Khaertdinov, asli ozyurek, Raquel Fernández
World Knowledge Resolves Aspectual Ambiguity
Katarzyna Pruś, Mark Steedman, Adam Lopez
ACCESS DENIED INC: The First Benchmark Environment for Sensitivity Awareness
Dren Fazlija, Arkadij Orlov, Sandipan Sikdar
Spatial Coordinates as a Cell Language: A Multi-Sentence Framework for Imaging Mass Cytometry Analysis
Chi-Jane Chen, Yuhang Chen, Sukwon Yun, Natalie Stanley, Tianlong Chen
HumanEval Pro and MBPP Pro: Evaluating Large Language Models on Self-invoking Code Generation Task
Zhaojian Yu, Yilun Zhao, Arman Cohan, Xiao-Ping Zhang
TCSinger 2: Customizable Multilingual Zero-shot Singing Voice Synthesis
Yu Zhang, Wenxiang Guo, Changhao Pan, Dongyu Yao, Zhiyuan Zhu, Ziyue Jiang, Yuhan Wang, Tao Jin, Zhou Zhao
Compute Optimal Scaling of Skills: Knowledge vs Reasoning
Nicholas Roberts, Niladri S. Chatterji, Sharan Narang, Mike Lewis, Dieuwke Hupkes
PECAN: LLM-Guided Dynamic Progress Control with Attention-Guided Hierarchical Weighted Graph for Long-Document QA
Xinyu Wang, Yanzheng Xiang, Lin Gui, Yulan He
Lifelong Model Editing with Graph-Based External Memory
Yash Kumar Atri, Ahmed Alaa, Thomas Hartvigsen
Multi-Sense Embeddings for Language Models and Knowledge Distillation
Qitong Wang, Mohammed J Zaki, Georgios Kollias, Vasileios Kalantzis
CodeScientist: End-to-End Semi-Automated Scientific Discovery with Code-based Experimentation
Peter Jansen, Oyvind Tafjord, Marissa Radensky, Pao Siangliulue, Tom Hope, Bhavana Dalvi Mishra, Bodhisattwa Prasad Majumder, Daniel S Weld, Peter Clark
Beyond Factual Accuracy: Evaluating Coverage of Diverse Factual Information in Long-form Text Generation
Chris Samarinas, Alexander Krubner, Alireza Salemi, Youngwoo Kim, Hamed Zamani
Continual Quantization-Aware Pre-Training: When to transition from 16-bit to 1.58-bit pre-training for BitNet language models?
Jacob Nielsen, Peter Schneider-Kamp, Lukas Galke
When Detection Fails: The Power of Fine-Tuned Models to Generate Human-Like Social Media Text
Hillary Dawkins, Kathleen C. Fraser, Svetlana Kiritchenko
Not quite Sherlock Holmes: Pretrained language models cannot reliably differentiate impossible from improbable events
James A. Michaelov, Reeka Estacio, Zhien Zhang, Ben Bergen
The Rotary Position Embedding May Cause Dimension Inefficiency in Attention Heads for Long-Distance Retrieval
Ting-Rui Chiang, Dani Yogatama
IDEA: Enhancing the Rule Learning Ability of Large Language Model Agent through Induction, Deduction, and Abduction
Kaiyu He, Mian Zhang, Shuo Yan, Peilin Wu, Zhiyu Chen
EnigmaToM: Improve LLMs’ Theory-of-Mind Reasoning Capabilities with Neural Knowledge Base of Entity States
Hainiu Xu, Siya Qi, Jiazheng Li, Yuxiang Zhou, Jinhua Du, Caroline Catmur, Yulan He
ReasonerRank: Redefining Language Model Evaluation with Ground-Truth-Free Ranking Frameworks
Jiamu Zhang, Jiayi Yuan, Andrew Wen, Hoang Anh Duy Le, Yu-Neng Chuang, Soo-Hyun Choi, Rui Chen, Xia Hu
HyGenar: An LLM-Driven Hybrid Genetic Algorithm for Few-Shot Grammar Generation
Weizhi Tang, Yixuan Li, Chris Sypherd, Elizabeth Polgreen, Vaishak Belle
Can Large Language Models Understand Argument Schemes?
Elfia Bezou-Vrakatseli, Oana Cocarascu, Sanjay Modgil
MMInA: Benchmarking Multihop Multimodal Internet Agents
Shulin Tian, Ziniu Zhang, Liangyu Chen, Ziwei Liu
ThinkGuard: Deliberative Slow Thinking Leads to Cautious Guardrails
Xiaofei Wen, Wenxuan Zhou, Wenjie Jacky Mo, Muhao Chen
Neutralizing Bias in LLM Reasoning using Entailment Graphs
Liang Cheng, Tianyi Li, Zhaowei Wang, Tianyang Liu, Mark Steedman
Dynamic Steering With Episodic Memory For Large Language Models
Van Dai Do, Quan Hung Tran, Svetha Venkatesh, Hung Le
Eeyore: Realistic Depression Simulation via Supervised and Preference Optimization
Siyang Liu, Bianca Brie, Wenda Li, Laura Biester, Andrew Lee, James Pennebaker, Rada Mihalcea
Lost in Translation: Benchmarking Commercial Machine Translation Models for Dyslexic-Style Text
Gregory Price, Shaomei Wu
Divide-Verify-Refine: Can LLMs Self-align with Complex Instructions?
Xianren Zhang, Xianfeng Tang, Hui Liu, Zongyu Wu, Qi He, Dongwon Lee, Suhang Wang
LlamaPIE: Proactive In-Ear Conversation Assistants
Tuochao Chen, Nicholas Scott Batchelder, Alisa Liu, Noah A. Smith, Shyamnath Gollakota
Task-Oriented Automatic Fact-Checking with Frame-Semantics
Jacob Devasier, Akshith Reddy Putta, Rishabh Mediratta, Chengkai Li
Craw4LLM: Efficient Web Crawling for LLM Pretraining
Shi Yu, Zhiyuan Liu, Chenyan Xiong
Be Cautious When Merging Unfamiliar LLMs: A Phishing Model Capable of Stealing Privacy
GUO Zhenyuan, Yi Shi, Wenlong Meng, Chen GONG, Chengkun Wei, Wenzhi CHEN
Understand User Opinions of Large Language Models via LLM-Powered In-the-Moment User Experience Interviews
Mengqiao Liu, Tevin Wang, Cassandra A. Cohen, Sarah Li, Chenyan Xiong
HiCOT: Improving Neural Topic Models via Optimal Transport and Contrastive Learning
Hoang Tran Vuong, Tue Le, Tu Vu, Tung Nguyen, Linh Ngo Van, Sang Dinh, Thien Huu Nguyen
FLAG-TRADER: Fusion LLM-Agent with Gradient-based Reinforcement Learning for Financial Trading
GUOJUN XIONG, Zhiyang Deng, Keyi Wang, Yupeng Cao, Haohang Li, Yangyang Yu, Xueqing Peng, MINGQUAN LIN, Kaleb E Smith, Xiao-Yang Liu, Jimin Huang, Sophia Ananiadou, Qianqian Xie
The Silent Saboteur: Imperceptible Adversarial Attacks against Black-Box Retrieval-Augmented Generation Systems
Hongru Song, Yu-An Liu, Ruqing Zhang, Jiafeng Guo, Jianming Lv, Maarten de Rijke, Xueqi Cheng
CROSSAGENTIE: Cross-Type and Cross-Task Multi-Agent LLM Collaboration for Zero-Shot Information Extraction
Meng Lu, Yuzhang Xie, Zhenyu Bi, Shuxiang Cao, Xuan Wang
Decoupling Memories, Muting Neurons: Towards Practical Machine Unlearning for Large Language Models
Lishuai Hou, Zixiong Wang, Gaoyang Liu, Chen Wang, Wei Liu, Kai Peng
Assimilation and Accommodation: Task-Adaptive Hierarchical Abstraction for Solving Web Tasks
Xinyu Pang, Ruixin Hong, Hongming Zhang, Changshui Zhang
SafeLawBench: Towards Safe Alignment of Large Language Models
Chuxue Cao, Han Zhu, Jiaming Ji, Qichao Sun, Zhenghao Zhu, WU YINYU, Josef Dai, Yaodong Yang, Sirui Han, Yike Guo
3DM: Distill, Dynamic Drop, and Merge for Debiasing Multi-modal Large Language Models
Zhaoxi Zhang, Sanwoo Lee, Zhixiang Wang, Yunfang Wu
CausalAbstain: Enhancing Multilingual LLMs with Causal Reasoning for Trustworthy Abstention
Yuxi SUN, Aoqi Zuo, Wei Gao, Jing Ma
CapArena: Benchmarking and Analyzing Detailed Image Captioning in the LLM Era
Kanzhi Cheng, Wenpo Song, Jiaxin Fan, Zheng Ma, Qiushi Sun, Fangzhi Xu, Chenyang Yan, Nuo Chen, Jianbing Zhang, Jiajun Chen
LLM-Empowered Class Imbalanced Graph Prompt Learning for Online Drug Trafficking Detection
Tianyi Ma, Yiyue Qian, Zehong Wang, Zheyuan Zhang, Chuxu Zhang, Yanfang Ye
CoLA: Collaborative Low-Rank Adaptation
Yiyun Zhou, Chang Yao, Jingyuan Chen
GLiM: Integrating Graph Transformer and LLM for Document-Level Biomedical Relation Extraction with Incomplete Labeling
Hao Fang, Yuejie Zhang, Rui Feng, Yingwen Wang, Qing Wang, Wen He, Xiaobo Zhang, Tao Zhang, Shang Gao
AnalyticKWS: Towards Exemplar-Free Analytic Class Incremental Learning for Small-footprint Keyword Spotting
Yang Xiao, Peng Tianyi, Rohan Kumar Das, Yuchen Hu, Huiping Zhuang
Sleepless Nights, Sugary Days: Creating Synthetic Users with Health Conditions for Realistic Coaching Agent Interactions
Taedong Yun, Eric Yang, Mustafa Safdari, Jong Ha Lee, Vaishnavi Vinod Kumar, S. Sara Mahdavi, Jonathan Amar, Derek Peyton, Reut Aharony, Andreas Michaelides PhD, Logan Douglas Schneider, Isaac Galatzer-Levy, Yugang jia, John Canny, Arthur Gretton, Maja Mataric
Imagine to Hear: Auditory Knowledge Generation can be an Effective Assistant for Language Models
Suho Yoo, Hyunjong Ok, Jaeho Lee
SafeEraser: Enhancing Safety in Multimodal Large Language Models through Multimodal Machine Unlearning
Junkai Chen, Zhijie Deng, Kening Zheng, Yibo Yan, Shuliang Liu, PeiJun WU, Peijie Jiang, Jia Liu, Xuming Hu
Prediction-Augmented Generation for Automatic Diagnosis Tasks
Chan-Yang Ju, Dong-Ho Lee
FedLEKE: Federated Locate-then-Edit Knowledge Editing for Multi-Client Collaboration
Zongkai Zhao, Guozeng Xu, Xiuhua Li, kaiwen wei, Jiang Zhong
DiSCo: Device-Server Collaborative LLM-based Text Streaming Services
Ting Sun, Penghan Wang, Fan Lai
Customizing In-context Learning for Dynamic Interest Adaption in LLM-based Recommendation
Keqin Bao, Ming Yan, Yang Zhang, Jizhi Zhang, Wenjie Wang, Fuli Feng, Xiangnan He
Robust Data Watermarking in Language Models by Injecting Fictitious Knowledge
Xinyue Cui, Johnny Wei, Swabha Swayamdipta, Robin Jia
LLM-Enhanced Query Generation and Retrieval Preservation for Task-Oriented Dialogue
Jiale Chen, Xuelian Dong, Wenxiu Xie, Ru Peng, Kun Zeng, Tianyong Hao
ClozeMath: Improving Mathematical Reasoning in Language Models by Learning to Fill Equations
Quang Hieu Pham, Thuy-Duong Nguyen, Tung Pham, Anh Tuan Luu, Dat Quoc Nguyen
Low-Entropy Watermark Detection via Bayes’ Rule Derived Detector
Beining Huang, Du Su, Fei Sun, Qi Cao, Huawei Shen, Xueqi Cheng
CoD, Towards an Interpretable Medical Agent using Chain of Diagnosis
Junying Chen, Chi Gui, Anningzhe Gao, Ke Ji, Xidong Wang, Xiang Wan, Benyou Wang
DaNet: Dual-Aware Enhanced Alignment Network for Multimodal Aspect-Based Sentiment Analysis
Aoqiang Zhu, Min Hu, Xiaohua Wang, Jiaoyun Yang, Yiming Tang, Ning An
Exploring Multimodal Challenges in Toxic Chinese Detection: Taxonomy, Benchmark, and Findings
Shujian Yang, Shiyao Cui, Haicheng Wang, Tianwei Zhang, Minlie Huang, Jialiang LU, Han Qiu
LDIR: Low-Dimensional Dense and Interpretable Text Embeddings with Relative Representations
Yile Wang, Zhanyu Shen, Hui Huang
Ranked Voting based Self-Consistency of Large Language Models
Weiqin Wang, Yile Wang, Hui Huang
SemanticCamo: Jailbreaking Large Language Models through Semantic Camouflage
Jihui Yan, Xiaocui Yang, Daling Wang, Shi Feng, Yifei Zhang, Yinzhi Zhao
Assigning Distinct Roles to Quantized and Low-Rank Matrices Toward Optimal Weight Decomposition
Yoonjun Cho, Soeun Kim, Dongjae Jeon, Kyelim Lee, Beomsoo Lee, Albert No
Better Process Supervision with Bi-directional Rewarding Signals
Wenxiang Chen, Wei He, Zhiheng Xi, Honglin Guo, Boyang Hong, Jiazheng Zhang, Nijun Li, Tao Gui, Yun Li, Qi Zhang, Xuanjing Huang
AlignXIE: Boosting Cross-Lingual Universal Information Extraction by Multilingual Alignment
Yuxin Zuo, Wenxuan Jiang, Wenxuan Liu, Zixuan Li, Long Bai, Hanbin Wang, Yutao Zeng, Xiaolong Jin, Jiafeng Guo, Xueqi Cheng
MEIT: Multi-Modal Electrocardiogram Instruction Tuning on Large Language Models for Report Generation
Zhongwei Wan, Che Liu, Xin Wang, Chaofan Tao, Hui Shen, Jing Xiong, Rossella Arcucci, Huaxiu Yao, Mi Zhang
Harnessing Large Language Models for Disaster Management: A Survey
Zhenyu Lei, Yushun Dong, Weiyu Li, Rong Ding, Qi R. Wang, Jundong Li
Towards Medical Complex Reasoning with LLMs through Medical Verifiable Problems
Junying Chen, Zhenyang Cai, Ke Ji, Xidong Wang, Wanlong Liu, Rongsheng Wang, Benyou Wang
Monitoring Decoding: Mitigating Hallucination via Evaluating the Factuality of Partial Response during Generation
Yurui Chang, Bochuan Cao, Lu Lin
LLM Critics Help Catch Bugs in Mathematics: Towards a Better Mathematical Verifier with Natural Language Feedback
Bofei Gao, Zefan Cai, Runxin Xu, Peiyi Wang, Ce Zheng, Runji Lin, Keming Lu, Dayiheng Liu, Chang Zhou, Wen Xiao, Tianyu Liu, Baobao Chang
EvoBench: Towards Real-world LLM-Generated Text Detection Benchmarking for Evolving Large Language Models
Xiao Yu, Yi Yu, Dongrui Liu, Kejiang Chen, Weiming Zhang, Nenghai Yu, Jing Shao
MMSciBench: Benchmarking Language Models on Multimodal Scientific Problems
Xinwu Ye, Chengfan Li, Siming Chen, Xiangru Tang, Wei Wei
Lightweight Query Checkpoint: Classifying Faulty User Queries to Mitigate Hallucinations in Large Language Model Question Answering
Jonghak Jang, Minjoo Son, Misuk Kim
Exploring LLM Annotation for Adaptation of Clinical Information Extraction Models under Data-sharing Restrictions
Seiji Shimizu, HISADA Shohei, Yutaka Uno, Shuntaro Yada, Shoko Wakamiya, Eiji Aramaki
Enhancing the Comprehensibility of Text Explanations via Unsupervised Concept Discovery
Yifan Sun, Danding Wang, Qiang Sheng, Juan Cao, Jintao Li
RecordTwin: Towards Creating Safe Synthetic Clinical Corpora
Seiji Shimizu, Ibrahim Baroud, Lisa Raithel, Shuntaro Yada, Shoko Wakamiya, Eiji Aramaki
Beyond Surface-Level Patterns: An Essence-Driven Defense Framework Against Jailbreak Attacks in LLMs
Shiyu Xiang, Ansen zhang, Yanfei Cao, Fan Yang, Ronghao Chen
Multimodal Invariant Sentiment Representation Learning
Aoqiang Zhu, Min Hu, Xiaohua Wang, Jiaoyun Yang, Yiming Tang, Ning An
ChuLo: Chunk-Level Key Information Representation for Long Document Understanding
Yan Li, Caren Han, Yue Dai, Feiqi Cao
REVS: Unlearning Sensitive Information in Language Models via Rank Editing in the Vocabulary Space
Tomer Ashuach, Martin Tutek, Yonatan Belinkov
Is External Information Useful for Stance Detection with LLMs?
Quang Minh Nguyen, Taegyoon Kim
Benchmarking Query-Conditioned Natural Language Inference
Marc E. Canby, Xinchi Chen, Xing Niu, Jifan Chen, Bonan Min, Sergul Aydore, Vittorio Castelli
Flowchart-Based Decision Making with Large Language Models
Yuuki Yamanaka, Hiroshi Takahashi, Tomoya Yamashita
NarGINA: Towards Accurate and Interpretable Children’s Narrative Ability Assessment via Narrative Graphs
Jun Zhong, Longwei Xu, Li Kong, Xianzhuo Li, Dandan Liang, Junsheng Zhou
Improving Efficiency in Large Language Models via Extendable Block Floating Point Representation
Dongyang Li, Zeyang Li, Bosheng Liu, Jigang Wu
EpiCoDe: Boosting Model Performance Beyond Training with Extrapolation and Contrastive Decoding
Mingxu Tao, Jie Hu, mingchuan yang, Yunhuai Liu, Dongyan Zhao, Yansong Feng
NativQA: Multilingual Culturally-Aligned Natural Query for LLMs
Md. Arid Hasan, Maram Hasanain, Fatema Ahmad, Sahinur Rahman Laskar, Sunaya Upadhyay, Vrunda N Sukhadia, Mucahid Kutlu, Shammur Absar Chowdhury, Firoj Alam
DoCIA: An Online Document-Level Context Incorporation Agent for Speech Translation
Xinglin Lyu, Wei Tang, Yuang Li, Xiaofeng Zhao, Ming Zhu, Junhui Li, Yunfei Lu, Min Zhang, Daimeng Wei, Hao Yang, Min zhang
RISE: Reasoning Enhancement via Iterative Self-Exploration in Multi-hop Question Answering
Bolei He, Xinran He, Mengke Chen, xianwei xue, Ying Zhu, Zhen-Hua Ling
VADE: Visual Attention Guided Hallucination Detection and Elimination
Vishnu Prabhakaran, Purav Aggarwal, Vinay Kumar Verma, Gokul Swamy, Anoop Saladi
PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization
zouying cao, Runze Wang, Yifei Yang, Xinbei Ma, Xiaoyong Zhu, Bo Zheng, hai zhao
The Effectiveness of Uncased Tokeniziaion for Clinical Notes
Cory Paik, Katharina von der Wense
AMXFP4: Taming Activation Outliers with Asymmetric Microscaling Floating-Point for 4-bit LLM Inference
Janghwan Lee, Jiwoong Park, Jinseok Kim, Yongjik Kim, Jungju Oh, Jinwook Oh, Jungwook Choi
Improving Continual Pre-training Through Seamless Data Packing
Ruicheng Yin, Xuan Gao, Changze Lv, Xiaohua Wang, Xiaoqing Zheng, Xuanjing Huang
The Impact of Name Age Perception on Job Recommendations in LLMs
Mahammed Kamruzzaman, Gene Louis Kim
DAPI: Domain Adaptive Toxicity Probe Vector Intervention, for Fine-Grained Detoxification
Cho Hyeonsu, Dooyoung Kim, Youngjoong Ko
Task Knowledge Injection via Interpolations and Reinstatement for Large Language Model Generalization
Yukun Zhao, Lingyong Yan, Zhenyang Li, Shuaiqiang Wang, Zhumin Chen, Zhaochun Ren, Dawei Yin
STARS: A Unified Framework for Singing Transcription, Alignment, and Refined Style Annotation
Wenxiang Guo, Yu Zhang, Changhao Pan, Zhiyuan Zhu, Ruiqi Li, ZheTao Chen, Wenhao Xu, Fei Wu, Zhou Zhao
Unveiling the Key Factors for Distilling Chain-of-Thought Reasoning
Xinghao Chen, Zhijing Sun, Guo Wenjin, Miaoran Zhang, Yanjun Chen, Yirong Sun, Hui Su, Yijie Pan, Dietrich Klakow, Wenjie Li, Xiaoyu Shen
INT: Establishing Information Transfer for Multilingual Intent Detection and Slot Filling
Di Wu, Liting Jiang, Bohui Mao, Hongyan Xie, Haoxiang Su, Zhongjiang He, Ruiyu Fang, Shuangyong Song, Hao Huang, Xuelong Li
Enhancing LLM Agent Safety via Causal Influence Prompting
Dongyoon Hahm, Woogyeol Jin, June Suk Choi, Sungsoo Ahn, Kimin Lee
Position Paper: MeMo: Towards Language Models with Associative Memory Mechanisms
Fabio Massimo Zanzotto, Elena Sofia Ruzzetti, Giancarlo A. Xompero, Leonardo Ranaldi, Davide Venditti, Federico Ranaldi, Cristina Giannone, Andrea Favalli, Raniero Romagnoli
DeRAGEC: Denoising Named Entity Candidates with Synthetic Rationale for ASR Error Correction
Solee Im, Wonjun Lee, JinMyeong AN, Yunsu Kim, Jungseul Ok, Gary Lee
Rehearse With User: Personalized Opinion Summarization via Role-Playing based on Large Language Models
Yanyue Zhang, Yulan He, Deyu Zhou
AdParaphrase v2.0: Generating Attractive Ad Texts Using a Preference-Annotated Paraphrase Dataset
Soichiro Murakami, Peinan Zhang, Hidetaka Kamigaito, Hiroya Takamura, Manabu Okumura
Beyond the Average Reader: the Reader Embedding Approach
Calogero Jerik Scozzaro, Matteo Delsanto, Daniele Paolo Radicioni
PredictaBoard: Benchmarking LLM Score Predictability
Lorenzo Pacchiardi, Konstantinos Voudouris, Ben Slater, Fernando Martínez-Plumed, Jose Hernandez-Orallo, Lexin Zhou, Wout Schellaert
FedDQC: Data Quality Control in Federated Instruction-tuning of Large Language Models
Yaxin Du, Rui Ye, Fengting Yuchi, Wanru Zhao, Jingjing Qu, Yanfeng Wang, Siheng Chen
Weed Out, Then Harvest: Dual Low-Rank Adaptation is an Effective Noisy Label Detector for Noise-Robust Learning
Bo Yuan, Yulin Chen, Yin Zhang
“I understand your perspective”: LLM Persuasion through the Lens of Communicative Action Theory
Esra Dönmez, Agnieszka Falenska
Nunchi-Bench: Benchmarking Language Models on Cultural Reasoning with a Focus on Korean Superstition
KYU HEE KIM, Sangah Lee
Let’s Be Self-generated via Step by Step: A Curriculum Learning Approach to Automated Reasoning with Large Language Models
Kangyang Luo, Zichen Ding, Zhenmin Weng, Lingfeng Qiao, Meng Zhao, Xiang Li, di yin, Jinlong Shu
daDPO: Distribution-Aware DPO for Distilling Conversational Abilities
Zhengze Zhang, Shiqi Wang, Yiqun Shen, Simin Guo, Dahua Lin, Wang Xiaoliang, Nguyen Cam-Tu, Fei Tan
Consultant Decoding: Yet Another Synergistic Mechanism
Chuanghao Ding, Jiaping Wang, Ziqing Yang, Wang Xiaoliang, Dahua Lin, Nguyen Cam-Tu, Fei Tan
IntelliCockpitBench: A Comprehensive Benchmark to Evaluate VLMs for Intelligent Cockpit
Liang Lin, Siyuan Chai, Jiahao Wu, Hongbing Hu, Xiaotao Gu, Hao Hu, Fan Zhang, Wei Wang, Dan Zhang
Analyzing Political Bias in LLMs via Target-Oriented Sentiment Classification
Akram Elbouanani, Evan Dufraisse, Adrian Popescu
PISCO: Pretty Simple Compression for Retrieval-Augmented Generation
Maxime Louis, Hervé Déjean, Stéphane Clinchant
AnchorCoT: Anchors Pave the Way for Multi-hop Reasoning
Tianshi Ming, Xian Wu, Yingying Zhang, Zichuan Fu, Dawei Cheng
Token Pruning in Multimodal Large Language Models: Are We Solving the Right Problem?
Zichen Wen, Yifeng Gao, Weijia Li, Conghui He, Linfeng Zhang
Federated Data-Efficient Instruction Tuning for Large Language Models
Zhen Qin, Zhaomin Wu, Bingsheng He, Shuiguang Deng
They want to pretend not to understand: The Limits of Current LLMs in Interpreting Implicit Content of Political Discourse
Walter Paci, Alessandro Panunzi, Sandro Pezzelle
ZeroNER: Fueling Zero-Shot Named Entity Recognition via Entity Type Descriptions
Alessio Cocchieri, Marcos Martínez Galindo, Giacomo Frisoni, Gianluca Moro, Claudio Sartori, Giuseppe Tagliavini
Do Large Language Models Have “Emotion Neurons”? Investigating the Existence and Role
Jaewook Lee, Woojin Lee, Oh-Woog KWON, Harksoo Kim
Grammar-Based Code Representation: Is It a Worthy Pursuit for LLMs?
Qingyuan Liang, Zhao Zhang, Zeyu Sun, Zheng Lin, Qi Luo, Xiao Yueyi, Yizhou Chen, Yuqun Zhang, Haotian Zhang, Lu Zhang, chenbin, Yingfei Xiong
Investigating Inference-time Scaling for Chain of Multi-modal Thought: A Preliminary Study
Yujie Lin, Ante Wang, Moye Chen, Jingyao Liu, Hao Liu, Jinsong Su, Xinyan Xiao
E2I-Synth: Advancing GUI Grounding with Large-Scale Instruction Synthesis
Xinyi Liu, Xiaoyi Zhang, Ziyun Zhang, Yan Lu
A Study into Investigating Temporal Robustness of LLMs
Jonas Wallat, Abdelrahman Abdallah, Adam Jatowt, Avishek Anand
ToolExpNet: Optimizing Multi-Tool Selection in LLMs with Similarity and Dependency-Aware Experience Networks
Zijing Zhang, Zhanpeng Chen, He Zhu, Ziyang Chen, nan du, Xiaolong Li
SPILL: Zero-shot Intent Clustering based on Selection and Pooling with Large Language Models
I-Fan Lin, Faegheh Hasibi, Suzan Verberne
How Far are LLMs from Being Our Digital Twins? A Benchmark for Persona-Based Behavior Chain Simulation
Rui Li, Heming Xia, Xinfeng Yuan, Qingxiu Dong, Lei Sha, Wenjie Li, Zhifang Sui
GRI-QA: a Comprehensive Benchmark for Table Question Answering over Environmental Data
Michele Luca Contalbo, Sara Pederzoli, Francesco Del Buono, Venturelli Valeria, Francesco Guerra, Matteo Paganelli
WebUIBench: A Comprehensive Benchmark for Evaluating Multimodal Large Language Models in WebUI-to-Code
Zhiyu Lin, Zhengda Zhou, Zhiyuan Zhao, Tianrui Wan, Yilun Ma, Junyu Gao, Xuelong Li
Optimizing Multi-Hop Document Retrieval Through Intermediate Representations
Linjiaen, Jingyu Liu
Towards Better Understanding of Program-of-Thought Reasoning in Cross-Lingual and Multilingual Environments
Patomporn Payoungkhamdee, Pume Tuchinda, Jinheon Baek, Samuel Cahyawijaya, Can Udomcharoenchaikit, Potsawee Manakul, Peerat Limkonchotiwat, Ekapol Chuangsuwanich, Sarana Nutanong
A Fully Automated Pipeline for Conversational Discourse Annotation: Tree Scheme Generation and Labeling with Large Language Models
Kseniia Petukhova, Ekaterina Kochmar
Can Language Models Serve as Analogy Annotators?
Xiaojing Zhang, Bochen Lyu
Reward Generalization in RLHF: A Topological Perspective
Tianyi Qiu, Fanzhi Zeng, Jiaming Ji, Dong Yan, Kaile Wang, Jiayi Zhou, Yang Han, Josef Dai, Xuehai Pan, Yaodong Yang
Enhanced Data Synthesis for LLM through Reasoning Structures Generated by Hierarchical GFlowNet
Tianpeng Bu, Minying Zhang, Hongtao Duan, Shurui Li, lulu hu, Yu Li
Capturing Nuanced Preferences: Preference-Aligned Distillation for Small Language Models
Yanggan Gu, Junzhuo Li, Sirui Huang, Xin Zou, Zhenghua Li, Xuming Hu
Token-level Preference Self-Alignment Optimization for Multi-style Outline Controllable Generation
Zihao Li, Xuekong Xu, Ziyao Chen, Lixin Zou, Ethanhjwu, Qiang Chen, Chenliang Li
Bridging Policies, Platforms and Research: Advancing NLP for Hate Speech Proactive Mitigation
Naquee Rizwan, Seid Muhie Yimam, Daryna Dementieva, Dr. Florian Skupin, Tim Fischer, Daniil Moskovskiy, Aarushi Ajay Borkar, Robert Geislinger, Punyajoy Saha, Sarthak Roy, Martin Semmann, Alexander Panchenko, Chris Biemann, Animesh Mukherjee
Local Look-Ahead Guidance via Verifier-in-the-Loop for Automated Theorem Proving
Sara Rajaee, Kumar Pratik, Gabriele Cesa, Arash Behboodi
Generalizable Cross-Lingual Cognitive Distortion Detection with Standardized Annotations and Multi-Task Learning
Hongzhi Qi, Nan Bai, Jianqiang Li, Wei Zhai, Qing Zhao, Qi Gao, Bing Xiang Yang, Guanghui FU
How Do Multilingual Language Models Remember Facts?
Constanza Fierro, Negar Foroutan, Desmond Elliott, Anders Søgaard
SeqPO-SiMT: Sequential Policy Optimization for Simultaneous Machine Translation
Ting Xu, Zhichao Huang, Jiankai Sun, Shanbo Cheng, Wai Lam
Do Large Language Models Know Folktales? A Case Study of Yokai in Japanese Folktales
Ayuto Tsutsumi, Yuu Jinnai
BOSE: A Systematic Evaluation Method Optimized for Base Models
Hongzhi Luan, Changxin Tian, Zhaoxin Huan, Xiaolu Zhang, Kunlong Chen, Zhiqiang Zhang, JUN ZHOU
DPGA-TextSyn: Differentially Private Genetic Algorithm for Synthetic Text Generation
Zhonghao Sun, Zhiliang Tian, YIPING SONG, yuyi Si, Juhua Zhang, Minlie Huang, Kai Lu, Zeyu Xiong, Xinwang Liu, Dongsheng Li
Semantic Aware Linear Transfer by Recycling Pre-trained Language Models for Cross-lingual Transfer
Seungyoon Lee, Seongtae Hong, Hyeonseok Moon, Heuiseok Lim
Boost, Disentangle, and Customize: A Robust System2-to-System1 Pipeline for Code Generation
Kounianhua Du, Hanjing Wang, Jianxing Liu, Jizheng Chen, Xinyi Dai, Yasheng Wang, Ruiming Tang, Yong Yu, Jun Wang, Weinan Zhang
On the Consistency of Commonsense in Large Language Models
Guozheng Li, Peng Wang, Wenjun Ke, Zijie Xu, Jiajun Liu, Ziyu Shang
Statement-Tuning Enables Efficient Cross-lingual Generalization in Encoder-only Models
Ahmed Elshabrawy, Thanh-Nhi Nguyen, Yeeun Kang, Lihan Feng, Annant Jain, Faadil Abdullah Shaikh, Jonibek Mansurov, Mohamed Fazli Mohamed Imam, Jesus-German Ortiz-Barajas, Rendi Chevi, Alham Fikri Aji
Evaluating Large Language Models for Confidence-based Check Set Selection
Jane Arleth dela Cruz, Iris Hendrickx, Martha Larson
Training Multi-Modal LLMs through Dialogue Planning for HRI
Claudiu Daniel Hromei, Federico Borazio, Andrea Sensi, Elisa Passone, Danilo Croce, Roberto Basili
MVL-SIB: A Massively Multilingual Vision-Language Benchmark for Cross-Modal Topical Matching
Fabian David Schmidt, Florian Schneider, Chris Biemann, Goran Glavaš
The Rise of Darkness: Safety-Utility Trade-Offs in Role-Playing Dialogue Agents
Yihong Tang, Kehai Chen, Xuefeng Bai, Zheng-Yu Niu, Bo Wang, Jie Liu, Min Zhang
SynGraph: A Dynamic Graph-LLM Synthesis Framework for Sparse Streaming User Sentiment Modeling
Xin Zhang, Qiyu Wei, Yingjie Zhu, Linhai Zhang, Deyu Zhou, Sophia Ananiadou
Enhancing Tool Learning in Large Language Models with Hierarchical Error Checklists
Yue Cui, Liuyi Yao, Shuchang Tao, Weijie Shi, Yaliang Li, Bolin Ding, Xiaofang Zhou
A Large and Balanced Corpus for Fine-grained Arabic Readability Assessment
Khalid Elmadani, Nizar Habash, Hanada Taha
Can Medical Vision-Language Pre-training Succeed with Purely Synthetic Data?
Che Liu, Zhongwei Wan, Haozhe Wang, Yinda Chen, Talha Qaiser, Chen Jin, Nikolay Burlutskiy, Fariba Yousefi, Rossella Arcucci
See the World, Discover Knowledge: A Chinese Factuality Evaluation for Large Vision Language Models
Jihao Gu, Yingyao Wang, Pi Bu, Chen Wang, Ziming Wang, Tengtao Song, Donglai Wei, Jiale Yuan, Yingxiu Zhao, Jun Song, Bo Zheng, Yancheng He, Shilong Li, Jiaheng Liu, Meng Cao, Xiaoyong Zhu, Yingshui Tan, Xiang Li, Wenbo Su
Argus: Benchmarking and Enhancing Vision-Language Models for 3D Radiology Report Generation
Che Liu, Zhongwei Wan, Yuqi Wang, Hui Shen, Haozhe Wang, Kangyu Zheng, Mi Zhang, Rossella Arcucci
Resource-Friendly Dynamic Enhancement Chain for Multi-Hop Question Answering
Binquan Ji, Haibo Luo, YifeiLu, Lei Hei, Jiaqi Wang, Tingjing Liao, Wang Lingyu, Shichao Wang, Feiliang Ren
Evaluating LLMs’ Assessment of Mixed-Context Hallucination Through the Lens of Summarization
Siya Qi, RUI CAO, Yulan He, Zheng Yuan
TUBA: Cross-Lingual Transferability of Backdoor Attacks in LLMs with Instruction Tuning
Xuanli He, Jun Wang, Qiongkai Xu, Pasquale Minervini, Pontus Stenetorp, Benjamin I. P. Rubinstein, Trevor Cohn
Eliciting Textual Descriptions from Representations of Continuous Prompts
Daniela Gottesman, Mor Geva, Dana Ramati
Mitigating Hallucination in Multimodal Large Language Model via Hallucination-targeted Direct Preference Optimization
Yuhan Fu, Ruobing Xie, Xingwu Sun, Zhanhui Kang, Xirong Li
Review-Instruct: A Review-Driven Multi-Turn Conversations Generation Method for Large Language Models
Jiangxu Wu, Cong Wang, Tianhuang Su, lin haozhi, JunYang, Zhangchao, Binqiang Pan, SongpanYang, Mingpeng, Kai Shi, ZIXIAN LI
Axiomatic Analysis of Uncertainty Estimation For Retrieval Augmented Generation
Heydar Soudani, Evangelos Kanoulas, Faegheh Hasibi
EuroVerdict: A Multilingual Dataset for Verdict Generation Against Misinformation
Daniel Russo, Fariba Sadeghi, Stefano Menini, Marco Guerini
LoFTI: Localization and Factuality Transfer to Indian Locales
Sona Elza Simon, Soumen Kumar Mondal, Abhishek Singhania, Sayambhu Sen, Preethi Jyothi
Hierarchical Retrieval with Evidence Curation for Open-Domain Financial Question Answering on Standardized Documents
Jaeyoung Choe, Jihoon Kim, Woohwan Jung
GNN-RAG: Graph Neural Retrieval for Efficient Large Language Model Reasoning on Knowledge Graphs
Costas Mavromatis, George Karypis
ASTRID - An Automated and Scalable TRIaD for the Evaluation of RAG-based Clinical Question Answering Systems
Yajie Vera He, Mohita Chowdhury, Jared Joselowitz, Aisling Higham, Ernest Lim
On Entity Identification in Language Models
Masaki Sakata, Sho Yokoi, Benjamin Heinzerling, Takumi Ito, Kentaro Inui
RAPID: Efficient Retrieval-Augmented Long Text Generation with Writing Planning and Information Discovery
Hongchao Gu, Dexun Li, Kuicai Dong, Hao Zhang, Hang Lv, Hao Wang, Defu Lian, Yong Liu, Enhong Chen
CHARPEVAL: Benchmarking Large Language Models’ Contextual Reasoning in Knowledge-Grounded Dialogue
Abbas Ghaddar, David Alfonso-Hermelo, Philippe Langlais, Boxing Chen, Prasanna Parthasarathi
Ask in Any Modality: A Comprehensive Survey on Multimodal Retrieval-Augmented Generation
Mohammad mahdi Abootorabi, Amirhosein Zobeiri, Mahdi Dehghani, Mohammadali Mohammadkhani, Bardia Mohammadi, Omid Ghahroodi, Mahdieh Soleymani Baghshah, Ehsaneddin Asgari
Debate4MATH: Multi-Agent Debate for Fine-Grained Reasoning in Math
Shaowei Zhang, Deyi Xiong
Disambiguate First Parse Later: Generating Interpretations for Ambiguity Resolution in Semantic Parsing
Irina Saparina, Mirella Lapata
The anatomy of evidence: An investigation into explainable ICD coding
Katharina Beckh, Felix Studeny, Sujan Sai Gannamaneni, Dario Antweiler, Stefan Rueping
AVG-LLaVA: An Efficient Large Multimodal Model with Adaptive Visual Granularity
Zhibin Lan, Liqiang Niu, Fandong Meng, Wenbo Li, Jie Zhou, Jinsong Su
Word Form Matters: LLMs’ Semantic Reconstruction under Typoglycemia
Chenxi Wang, Tianle Gu, zhongyu wei, Lang Gao, Zirui Song, Xiuying Chen
LLM-based Translation Inference with Iterative Bilingual Understanding
Andong Chen, Kehai Chen, Yang Xiang, Xuefeng Bai, Muyun Yang, Yang Feng, Tiejun Zhao, Min zhang
Vulnerability of Text-to-Image Models to Prompt Template Stealing: A Differential Evolution Approach
Yurong Wu, Fangwen Mu, Qiuhong Zhang, Jinjing Zhao, Xinrun Xu, Lingrui Mei, Yang Wu, Lin Shi, Junjie Wang, Zhiming Ding, Yiwei Wang
mStyleDistance: Multilingual Style Embeddings and their Evaluation
Justin Qiu, Jiacheng Zhu, Ajay Patel, Marianna Apidianaki, Chris Callison-Burch
SeqMMR: Sequential Model Merging and LLM Routing for Enhanced Batched Sequential Knowledge Editing
Shanbao Qiao, Xuebing Liu, Akshat Gupta, Seung-Hoon Na
Improving Meta Introspection of Small LLMs by Learning Self-Reflection from Self-Generated Data
Jiaqi Li, Xinyi Dong, Yang Liu, Zhizhuo Yang, Quansen Wang, Xiaobo Wang, Song-Chun Zhu, Zixia Jia, Zilong Zheng
MAGIC-VQA: Multimodal And Grounded Inference with Commonsense Knowledge for Visual Question Answering
Shuo Yang, Siwen Luo, Caren Han, Eduard Hovy
Automatic Transmission for LLM Tiers: Optimizing Cost and Accuracy in Large Language Models
Injae Na, Keonwoong Noh, Woohwan Jung
Low-Rank Interconnected Adaptation across Layers
Yibo Zhong, Jinman Zhao, Yao Zhou
GaRAGe: A Benchmark with Grounding Annotations for RAG Evaluation
Ionut Teodor Sorodoc, Leonardo F. R. Ribeiro, Rexhina Blloshmi, Christopher Davis, Adrià de Gispert
Change Entity-guided Heterogeneous Representation Disentangling for Change Captioning
Yi Li, Yunbin Tu, Liang Li, Li Su, Qingming Huang
RAG-RewardBench: Benchmarking Reward Models in Retrieval Augmented Generation for Preference Alignment
Zhuoran Jin, Hongbang Yuan, Tianyi Men, Pengfei Cao, Yubo Chen, Jiexin Xu, Huaijun Li, Xiaojian Jiang, Kang Liu, Jun Zhao
Generate, Discriminate, Evolve: Enhancing Context Faithfulness via Fine-Grained Sentence-Level Self-Evolution
Kun LI, Tianhua Zhang, Yunxiang Li, Hongyin Luo, Abdalla Mohamed Salama Sayed Moustafa, Xixin Wu, James R. Glass, Helen M. Meng
PAM: Paraphrase AMR-Centric Evaluation Metric
Afonso Sousa, Henrique Lopes Cardoso
VP-MEL: Visual Prompts Guided Multimodal Entity Linking
Hongze Mi, Jinyuan Li, Zhangxuying, Haoran Cheng, Jiahao Wang, Di Sun, Gang Pan
FADE: Why Bad Descriptions Happen to Good Features
Bruno Puri, Aakriti Jain, Elena Golimblevskaia, Patrick Kahardipraja, Thomas Wiegand, Wojciech Samek, Sebastian Lapuschkin
In the LLM era, Word Sense Induction remains unsolved
Anna Mosolova, Marie Candito, Carlos Ramisch
Navigating the Political Compass: Evaluating Multilingual LLMs across Languages and Nationalities
Chadi Helwe, Oana Balalau, Davide Ceolin
Who Can Withstand Chat-Audio Attacks? An Evaluation Benchmark for Large Language Models
Wanqi Yang, Yanda Li, Meng Fang, Yunchao Wei, Ling Chen
Beyond the Tip of Efficiency: Uncovering the Submerged Threats of Jailbreak Attacks in Small Language Models
Sibo Yi, Tianshuo Cong, Xinlei He, Qi Li, Jiaxing Song
EMRs2CSP : Mining Clinical Status Pathway from Electronic Medical Records
Yifei Chen, Ruihui Hou, Jingping Liu, Tong Ruan
A Law Reasoning Benchmark for LLM with Tree-Organized Structures including Factum Probandum, Evidence and Experiences
Jiaxin Shen, Jinan Xu, Huiqi Hu, Luyi Lin, Guoyang Ma, Fei Zheng, Fandong Meng, Jie Zhou, Wenjuan Han
Libra: Leveraging Temporal Images for Biomedical Radiology Analysis
Xi Zhang, Zaiqiao Meng, Jake Lever, Edmond S. L. Ho
Stereotype Detection as a Catalyst for Enhanced Bias Detection: A Multi-Task Learning Approach
Aditya Tomar, Rudra Murthy, Pushpak Bhattacharyya
Filling the Temporal Void: Recovering Missing Publication Years in the Project Gutenberg Corpus Using LLMs
Omar Momen, Manuel Schaaf, Alexander Mehler
ExpliCa: Evaluating Explicit Causal Reasoning in Large Language Models
Martina Miliani, Serena Auriemma, Alessandro Bondielli, Emmanuele Chersoni, Lucia Passaro, Irene Sucameli, Alessandro Lenci
Are Dialects Better Prompters? A Case Study on Arabic Subjective Text Classification
Leila MOUDJARI, Farah Benamara
Natural Logic at the Core: Dynamic Rewards for Entailment Tree Generation
Jihao Shi, Xiao Ding, Kai Xiong, Hengwei Zhao, Bing Qin, Ting Liu
R.R.: Unveiling LLM Training Privacy through Recollection and Ranking
Wenlong Meng, GUO Zhenyuan, Lenan Wu, Chen GONG, Wenyan Liu, Weixian Li, Chengkun Wei, Wenzhi CHEN
Nested-Refinement Metamorphosis: Reflective Evolution of Prompts and Code for Efficient Algorithm Design
Shuhan Guo, Nan Yin, James Kwok, Quanming Yao
MC-MKE: A Fine-Grained Multimodal Knowledge Editing Benchmark Emphasizing Modality Consistency
Junzhe Zhang, Huixuan Zhang, Xunjian Yin, Baizhou Huang, Xu Zhang, Xinyu Hu, Xiaojun Wan
Visualising Policy-Reward Interplay to Inform Zeroth-Order Preference Optimisation of Large Language Models
Alessio Galatolo, Zhenbang Dai, Meriem Beloucif, Katie Winkle
Metaphor and Large Language Models: When Surface Features Matter More than Deep Understanding
Elisa Sanchez-Bayona, Rodrigo Agerri
AskQE: Question Answering as Automatic Evaluation for Machine Translation
Dayeon Ki, Kevin Duh, Marine Carpuat
ExPerT: Effective and Explainable Evaluation of Personalized Long-Form Text Generation
Alireza Salemi, Julian Killingback, Hamed Zamani
Bridging Intuitive Associations and Deliberate Recall: Empowering LLM Personal Assistant with Graph-Structured Long-term Memory
Yujie Zhang, Weikang Yuan, Zhuoren Jiang
Each graph is a new language: Graph Learning with LLMs
Huachi Zhou, Jiahe Du, Chuang Zhou, Chang Yang, Yilin Xiao, Yuxuan Xie, Xiao Huang
100-LongBench: Are de facto Long-Context Benchmarks Literally Evaluating Long-Context Ability?
Van Yang, Hongye Jin, Shaochen Zhong, Song Jiang, Qifan Wang, Vipin Chaudhary, Xiaotian Han
Multimodal Fusion and Coherence Modeling for Video Topic Segmentation
Hai Yu, Chong Deng, Qinglin Zhang, Jiaqing Liu, Qian Chen, Wen Wang
Are Your LLMs Capable of Stable Reasoning?
Junnan Liu, Hongwei Liu, Linchen Xiao, Ziyi Wang, Kuikun Liu, Songyang Gao, Wenwei Zhang, Songyang Zhang, Kai Chen
FANNO: Augmenting High-Quality Instruction Data with Open-Sourced LLMs Only
He Zhu, Yifan Ding, Yicheng Tao, Zhiwen Ruan, Yixia Li, Wenjia Zhang, Yun Chen, Guanhua Chen
JEBS: A Fine-grained Biomedical Lexical Simplification Task
William Xia, Ishita Unde, Brian David Ondov, Dina Demner-Fushman
Enhancing Multi-Hop Reasoning for Question Answering with Hyperbolic Representations
Simon Welz, Lucie Flek, Akbar Karimi
Look & Mark: Leveraging Radiologist Eye Fixations and Bounding boxes in Multimodal Large Language Models for Chest X-ray Report Generation
Yunsoo Kim, Jinge Wu, Su Hwan Kim, Pardeep Vasudev, Jiashu Shen, Honghan Wu
Hatevolution: What Static Benchmarks Don’t Tell Us
Chiara Di Bonaventura, Barbara McGillivray, Yulan He, Albert Meroño-Peñuela
Tag-Instruct: Controlled Instruction Complexity Enhancement through Structure-based Augmentation
He Zhu, Zhiwen Ruan, Junyou Su, Xingwei He, Wenjia Zhang, Yun Chen, Guanhua Chen
Code-SPA: Style Preference Alignment to Large Language Models for Effective and Robust Code Debugging
Tengfei Wen, Xuanang Chen, Ben He, Le Sun
Open-World Authorship Attribution
Xinhao Tan, Songhua Liu, Xia Cong, Kunjun Li, Xinchao Wang
What is in a name? Mitigating Name Bias in Text Embedding via Anonymization
Sahil Manchanda, Pannaga Shivaswamy
BenNumEval: A Benchmark to Assess LLM’s Numerical Reasoning Capabilities in Bengali
Kawsar Ahmed, Md Osama, Omar Sharif, Eftekhar Hossain, Mohammed Moshiul Hoque
LM Agents for Coordinating Multi-User Information Gathering
Harsh Jhamtani, Jacob Andreas, Benjamin Van Durme
$\text{C}^{2}$KD: Cross-layer and Cross-head Knowledge Distillation for Small Language Model-based Recommendation
Xiao Chen, Changyi Ma, Wenqi Fan, Zhaoxiang Zhang, Li Qing
Sign2Vis: Automated Data Visualization from Sign Language
Yao Wan, Yang Wu, Zhen Li, Guobiao Zhang, Hongyu Zhang, Zhou Zhao, Hai Jin, April Wang
Transparentize the Internal and External Knowledge Utilization in LLMs with Trustworthy Citation
Jiajun Shen, Tong Zhou, Yubo Chen, Delai Qiu, Shengping Liu, Kang Liu, Jun Zhao
Learning to Better Act by Post-training on Vision Language Tasks
Li Muyao, Zihao Wang, Kaichen He, Xiaojian Ma, Yitao Liang
Generative Frame Sampler for Long Video Understanding
Linli Yao, Haoning Wu, Kun Ouyang, Yuanxing Zhang, Caiming Xiong, Bei Chen, Xu Sun, Junnan Li
Annotating the Annotators: Analysis, Insights and Modelling from an Annotation Campaign on Persuasion Techniques Detection
Davide Bassi, Dimitar Iliyanov Dimitrov, Bernardo D’Auria, Firoj Alam, Maram Hasanain, Christian Moro, Luisa Orrù, Gian Piero Turchi, Preslav Nakov, Giovanni Da San Martino
On the Generalization vs Fidelity Paradox in Knowledge Distillation
Suhas Kamasetty Ramesh, Ayan Sengupta, Tanmoy Chakraborty
BEDAA: Bayesian Enhanced DeBERTa for Uncertainty-Aware Authorship Attribution
Iqra Zahid, Youcheng Sun, Riza Batista-Navarro
Benchmarking the Benchmarks: Reproducing Climate-Related NLP Tasks
Tom Calamai, Oana Balalau, Fabian M. Suchanek
Exploring Anthropomorphic Language in the Reporting of NLP Findings
Matthew Shardlow, Ashley Williams, Charlie Roadhouse, Filippos Ventirozos, Piotr Przybyła
PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants
Zheng Zhao, Clara Vania, Subhradeep Kayal, Naila Khan, Shay B Cohen, Emine Yilmaz
iAgent: LLM Agent as a Shield between User and Recommender Systems
Wujiang Xu, Yunxiao Shi, Zujie Liang, Xuying Ning, Kai Mei, Kun Wang, Xi Zhu, Min Xu, Yongfeng Zhang
FactLens: Benchmarking Fine-Grained Fact Verification
Kushan Mitra, Dan Zhang, Sajjadur Rahman, Estevam Hruschka
Process-based Self-Rewarding Language Models
Shimao Zhang, Xiao Liu, Xin Zhang, Junxiao Liu, Zheheng Luo, Shujian Huang, Yeyun Gong
The Devil Is in the Word Alignment Details: On Translation-Based Cross-Lingual Transfer for Token Classification Tasks
Benedikt Ebing, Goran Glavaš
ShieldHead: Decoding-time Safeguard for Large Language Models
Zitao Xuan, Xiaofeng Mao, Da Chen, Xin Zhang, Yuhan Dong, JUN ZHOU
A Survey on Proactive Defense Strategies Against Misinformation in Large Language Models
Shuliang Liu, Hongyi Liu, Aiwei Liu, Duan Bingchen, Zheng Qi, Yibo Yan, He GENG, Peijie Jiang, Jia Liu, Xuming Hu
Smotrom tvoja på ander drogoj verden! Resurrecting Dead Pidgin with Generative Models: Russenorsk Case Study
Ivan P. Yamshchikov, Sergei Shteiner, Anna Bykova, Alexey Tikhonov
PromptCoT: Synthesizing Olympiad-level Problems for Mathematical Reasoning in Large Language Models
Xueliang Zhao, Wei Wu, Jian Guan, Lingpeng Kong
Speculative Decoding via Exponential Races
Szymon Kobus, Deniz Gunduz
Going Beyond Your Expectations in Latency Metrics for Simultaneous Speech Translation
Jorge Iranzo-Sánchez, Javier Iranzo-Sánchez, Adrià Giménez, Jorge Civera
Towards a Design Guideline for RPA Evaluation: A Survey of Large Language Model-Based Role-Playing Agents
Chaoran Chen, Bingsheng Yao, Ruishi Zou, Wenyue Hua, Weimin Lyu, Toby Jia-Jun Li, Dakuo Wang
Recursive Question Understanding for Complex Question Answering over Heterogeneous Personal Data
Philipp Christmann, Gerhard Weikum
PreSumm: Predicting Summarization Performance Without Summarizing
Steven Koniaev, Ori Ernst, Jackie CK Cheung
Mixture of Structural-and-Textual Retrieval over Text-rich Graph Knowledge Bases
Yongjia Lei, Haoyu Han, Ryan A. Rossi, Franck Dernoncourt, Nedim Lipka, Mahantesh M Halappanavar, Jiliang Tang, Yu Wang
Fact Recall, Heuristics or Pure Guesswork? Precise Interpretations of Language Models for Fact Completion
Denitsa Saynova, Lovisa Hagström, Moa Johansson, Richard Johansson, Marco Kuhlmann
FPE2M2: Approaching Lossless and Efficient Quantization with Native Floating Point
Ke Yi, jianwei zhang, Zhiying Xu, Xinlong Yang, Yang Zhou, Minmin Sun, Zengke Liu, Tong Zhang, Junyang Lin, Jingren Zhou
Asymmetric Conflict and Synergy in Post-training for LLM-based Multilingual Machine Translation
Tong Zheng, Yan Wen, Huiwen Bao, Junfeng Guo, Heng Huang
VISIAR: Empower MLLM for Visual Story Ideation
Zhaoyang Xia, Somdeb Sarkhel, Mehrab Tanjim, Stefano Petrangeli, Ishita Dasgupta, Yuxiao Chen, JINXUAN XU, Di Liu, Saayan Mitra, Dimitris N. Metaxas
Same Company, Same Signal: The Role of Identity in Earnings Call Transcripts
Ding Yu, Zhuo Liu, Hangfeng He
Understanding and Meeting Practitioner Needs When Measuring Representational Harms Caused by LLM-Based Systems
Emma Harvey, Emily Sheng, Su Lin Blodgett, Alexandra Chouldechova, Jean Garcia-Gathright, Alexandra Olteanu, Hanna Wallach
Mind the (Belief) Gap: Group Identity in the World of LLMs
Angana Borah, Marwa Houalla, Rada Mihalcea
SemCSE: Semantic Contrastive Sentence Embeddings Using LLM-Generated Summaries For Scientific Abstracts
Marc Felix Brinner, Sina Zarrieß
A General Framework to Enhance Fine-tuning-based LLM Unlearning
Jie Ren, Zhenwei DAI, Xianfeng Tang, Hui Liu, Jingying Zeng, Zhen Li, Rahul Goutam, Suhang Wang, Yue Xing, Qi He, Hui Liu
Right Answer, Wrong Score: Uncovering the Inconsistencies of LLM Evaluation in Multiple-Choice Question Answering
Francesco Maria Molfese, Luca Moroni, Luca Gioffré, Alessandro Scirè, Simone Conia, Roberto Navigli
Human Validation Is Not Enough for Theory of Mind Benchmarks
Adil Soubki, Owen Rambow
MiniKV: Pushing the Limits of 2-Bit KV Cache via Compression and System Co-Design for Efficient Long Context Inference
Akshat Sharma, Hangliang Ding, Jianping Li, Neel Dani, Minjia Zhang
Sci-LoRA: Mixture of Scientific LoRAs for Cross-Domain Lay Paraphrasing
Ming Cheng, Jiaying Gong, Hoda Eldardiry
Chameleon LLMs: User Personas Influence Chatbot Personality Shifts
Jane Xing, Tianyi Niu, Shashank Srivastava
Trick or Neat: Adversarial Ambiguity and Language Model Evaluation
Antonia Karamolegkou, Oliver Eberle, Phillip Rust, Carina Kauf, Anders Søgaard
Biases Propagate in Encoder-based Vision-Language Models: A Systematic Analysis From Intrinsic Measures to Zero-shot Retrieval Outcomes
Kshitish Ghate, Tessa Charlesworth, Mona T. Diab, Aylin Caliskan
Stepwise Perplexity-Guided Refinement for Efficient Chain-of-Thought Reasoning in Large Language Models
Yingqian Cui, Pengfei He, Jingying Zeng, Hui Liu, Xianfeng Tang, Zhenwei DAI, Yan Han, Chen Luo, Jing Huang, Zhen Li, Suhang Wang, Yue Xing, Jiliang Tang, Qi He
Can Multimodal Foundation Models Understand Schematic Diagrams? An Empirical Study on Information-Seeking QA over Scientific Papers
Yilun Zhao, Chengye Wang, Chuhan Li, Arman Cohan
MultiChallenge: A Realistic Multi-Turn Conversation Evaluation Benchmark Challenging to Frontier LLMs
Kaustubh Deshpande, Ved Sirdeshmukh, Johannes Baptist Mols, Lifeng Jin, Ed-Yeremai Hernandez-Cardona, Dean Lee, Jeremy Kritz, Willow E. Primack, Summer Yue, Chen Xing
Privacy Ripple Effects from Adding or Removing Personal Information in Language Model Training
Jaydeep Borkar, Matthew Jagielski, Katherine Lee, Niloofar Mireshghallah, David A. Smith, Christopher A. Choquette-Choo
Safety is Not Only About Refusal: Reasoning-Enhanced Fine-tuning for Interpretable LLM Safety
Yuyou Zhang, Miao Li, William Han, Yihang Yao, Zhepeng Cen, Ding Zhao
A puyfred feels less of a puyfred if you say it’s cute, but it still feels bad: context-dependent form-meaning systematicity in LLMs
Giovanni Cassani, Jaïr A. Waal
MetaSynth: Meta-Prompting-Driven Agentic Scaffolds for Diverse Synthetic Data Generation
Haris Riaz, Sourav Sanjukta Bhabesh, Vinayak Arannil, Miguel Ballesteros, Graham Horwood
MVTamperBench: Evaluating Robustness of Vision-Language Models
Amit Agarwal, Srikant Panda, Angeline Charles, Hitesh Laxmichand Patel, Bhargava Kumar, Priyaranjan Pattnayak, Taki Hasan Rafi, Tejaswini Kumar, Hansa Meghwani, Karan Gupta, Dong-Kyu Chae
Multimodal Inconsistency Reasoning (MMIR): A New Benchmark for Multimodal Reasoning Models
Qianqi Yan, Yue Fan, Hongquan Li, Shan Jiang, Yang Zhao, Xinze Guan, Ching-Chen Kuo, Xin Eric Wang
Vision-Language Models Struggle to Align Entities across Modalities
Iñigo Alonso, Gorka Azkune, Ander Salaberria, Jeremy Barnes, Oier Lopez de Lacalle
A Multi-Labeled Dataset for Indonesian Discourse: Examining Toxicity, Polarization, and Demographics Information
Lucky Susanto, Musa Izzanardi Wijanarko, Prasetia Anugrah Pratama, Zilu Tang, Fariz Akyas, Traci Hong, Ika Karlina Idris, Alham Fikri Aji, Derry Tanti Wijaya
MedCite: Can Language Models Generate Verifiable Text for Medicine?
Xiao Wang, Mengjue Tan, Qiao Jin, Guangzhi Xiong, Yu Hu, Aidong Zhang, Zhiyong Lu, Minjia Zhang
Let The Jury Decide: Fair Demonstration Selection for In-Context Learning through Incremental Greedy Evaluation
Sadaf MD Halim, Chen Zhao, Xintao Wu, Latifur Khan, Christan Grant, Fariha Ishrat Rahman, Feng Chen
The Lies Characters Tell: Utilizing Large Language Models to Normalize Adversarial Unicode Perturbations
Portia Cooper, Eduardo Blanco, Mihai Surdeanu
Speech Act Patterns for Improving Generalizability of Explainable Politeness Detection Models
Ahmad Aljanaideh
A Systematic Evaluation of Transformer-LM Representations for Capturing Author States and Traits
Khushboo Singh, Vasudha Varadarajan, Adithya V Ganesan, August Håkan Nilsson, Nikita Soni, Syeda Mahwish, Pranav Chitale, Ryan L. Boyd, Lyle Ungar, Richard N Rosenthal, H. Schwartz
TReMu: Towards Neuro-Symbolic Temporal Reasoning for LLM-Agents with Memory in Multi-Session Dialogues
Yubin Ge, Salvatore Romeo, Jason Cai, Raphael Shu, MONICA SUNKARA, Yassine Benajiba, Yi Zhang
Conservative Bias in Large Language Models: Measuring Relation Predictions
Toyin Aguda, Erik Wilson, Allan Anzagira, Simerjot Kaur, Charese Smiley
Mitigating Bias in RAG: Controlling the Embedder
Taeyoun Kim, Jacob Mitchell Springer, Aditi Raghunathan, Maarten Sap
V-ALPHASOCIAL: Benchmark and Self-Reflective Chain-of-Thought Generation for Visual Social Commonsense Reasoning
Zongyu Lin, Zhikun Xu, Xiaohan Song, Yixin Wan, Xingcheng Yao, Tsung-Han Lin, Selina Song, Pranav Subbaraman, Ben Zhou, Kai-Wei Chang, Yizhou Sun
AfroBench: How Good are Large Language Models on African Languages?
Jessica Ojo, Odunayo Ogundepo, Akintunde Oladipo, Kelechi Ogueji, Jimmy Lin, Pontus Stenetorp, David Ifeoluwa Adelani
Training Bilingual LMs with Data Constraints in the Targeted Language
Skyler Seto, Maartje Ter Hoeve, Richard He Bai, Natalie Schluter, David Grangier
ChartQAPro: A More Diverse and Challenging Benchmark for Chart Question Answering
Ahmed Masry, Mohammed Saidul Islam, Mahir Ahmed, Aayush Bajaj, Firoz Kabir, Aaryaman Kartha, Md Tahmid Rahman Laskar, Mizanur Rahman, Shadikur Rahman, Mehrad Shahmohammadi, Megh Thakkar, Md Rizwan Parvez, Enamul Hoque, Shafiq Joty
From Observation to Understanding: Front-Door Adjustments with Uncertainty Calibration for Enhancing Egocentric Reasoning in LVLMs
Shenshen Li, Wenxin Meng, Lei Wang, Hao Yang, Chong Peng, Peng Yan, Fumin Shen, Jingkuan Song, Heng Tao Shen, Xing Xu
Hypothetical Documents or Knowledge Leakage? Rethinking LLM-based Query Expansion
Yejun Yoon, Jaeyoon Jung, Seunghyun Yoon, Kunwoo Park
Worse than Random? An Embarrassingly Simple Probing Evaluation of Large Multimodal Models in Medical VQA
Qianqi Yan, Xuehai He, Xiang Yue, Xin Eric Wang
Optimizing Reasoning for Text-to-SQL with Execution Feedback
Bohan Zhai, Canwen Xu, Zhewei Yao, Yuxiong He
Disentangling Logic: The Role of Context in Large Language Model Reasoning Capabilities
Wenyue Hua, Kaijie Zhu, Lingyao Li, Lizhou Fan, Mingyu Jin, Shuhang Lin, Haochen Xue, Zelong Li, Jindong Wang, Yongfeng Zhang
Sens-Merging: Sensitivity-Guided Parameter Balancing for Merging Large Language Models
Shuqi LIU, Han Wu, Bowei He, Xiongwei Han, Mingxuan Yuan, Linqi Song
EgoNormia: Benchmarking Physical Social Norm Understanding
MohammadHossein Rezaei, Yicheng Fu, Phil Cuvin, Caleb Ziems, Yanzhe Zhang, Hao Zhu, Diyi Yang
Large Language Models as Neurolinguistic Subjects: Discrepancy in Performance and Competence for Form and Meaning
Linyang He, Ercong Nie, Helmut Schmid, Hinrich Schuetze, Nima Mesgarani
The Impact of Large Language Models in Academia: from Writing to Speaking
Mingmeng Geng, Caixi Chen, Yanru Wu, Yao Wan, Pan Zhou, Dongping Chen
X-WebAgentBench: A Multilingual Interactive Web Benchmark for Evaluating Global Agentic System
Peng Wang, Ruihan Tao, Qiguang Chen, Mengkang Hu, Libo Qin
MemBench: Towards More Comprehensive Evaluation on the Memory of LLM-based Agents
Haoran Tan, Zeyu Zhang, Quanyu Dai, Chen Ma, Xu Chen, Zhenhua Dong
Adaptive LoRA Merge with Parameter Pruning for Low-Resource Generation
Ryota Miyano, Yuki Arase
LongAttn: Selecting Long-context Training Data via Token-level Attention
Longyun Wu, Dawei Zhu, Guangxiang Zhao, Zhuocheng Yu, Junfeng Ran, Xiangyu Wong, Lin Sun, Sujian Li
CoRE: Condition-based Reasoning for Identifying Outcome Variance in Complex Events
Sai P Vallurupalli, Francis Ferraro
FaVe: Factored and Verified Search Rationale for Long-form Answer
Jihyuk Kim, SUNGJIN LEE, seung-won hwang, Yang Liu
UnrealLLM: Towards Highly Controllable and Interactable 3D Scene Generation by LLM-powered Procedural Content Generation
SongTang, Kaiyong Zhao, Lei Wang, Yuliang Li, Xuebo Liu, Junyi Zou, Qiang Wang, Xiaowen Chu
Tree-of-Prompts: Abstracting Control-Flow for Prompt Optimization
Jihyuk Kim, Shubham Garg, Lahari Poddar, seung-won hwang, Chris Hench
Outlier-weighed Layerwise Sampling for LLM Fine-tuning
Pengxiang Li, Lu Yin, Xiaowei Gao, Shiwei Liu
KVPR: Efficient LLM Inference with I/O-Aware KV Cache Partial Recomputation
Chaoyi Jiang, Lei Gao, Hossein Entezari Zarch, Murali Annavaram
Direct Behavior Optimization: Unlocking the Potential of Lightweight LLMs
Hongming Yang, Shi Lin, Jun Shao, Changting Lin, Donghai Zhu, Meng Han, Qinglei Kong
Whether LLMs Know If They Know: Identifying Knowledge Boundaries via Debiased Historical In-Context Learning
Bo Lv, Nayu Liu, Yang Shen, Xin Liu, Ping Luo, Yue Yu
How do LLMs’ Preferences Affect Event Argument Extraction? CAT: Addressing Preference Traps in Unsupervised EAE
Yunhao Wei, Kai Shuang, Zhiyi Li, Chenrui Mao
Out-of-Distribution Detection via LLM-Guided Outlier Generation for Text-attributed Graph
Xiangwei Lv, Mengze Li, Jingyuan Chen, Zhiang Dong, Sirui Han, Beishui Liao
Document-Level Relation Extraction with Global Relations and Entity Pair Reasoning
Fu Zhang, Yi Yan, Jingwei Cheng
Towards Storage-Efficient Visual Document Retrieval: An Empirical Study on Reducing Patch-Level Embeddings
Yubo Ma, Jinsong Li, Yuhang Zang, Xiaobao Wu, Xiaoyi Dong, Pan Zhang, Yuhang Cao, Haodong Duan, Jiaqi Wang, Yixin Cao, Aixin Sun
Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models
Qingyu Ren, Jie Zeng, Qianyu He, Jiaqing Liang, Yanghua Xiao, Weikang Zhou, Zeye Sun, Fei Yu
ZeroDL: Zero-shot Distribution Learning for Text Clustering via Large Language Models
Hwiyeol Jo, Hyunwoo Lee, Taiwoo Park
Patterns Over Principles: The Fragility of Inductive Reasoning in LLMs under Noisy Observations
Chunyang Li, Weiqi Wang, Tianshi Zheng, Yangqiu Song
LLMTaxo: Leveraging Large Language Models for Constructing Taxonomy of Factual Claims from Social Media
Haiqi Zhang, Zhengyuan Zhu, Zeyu Zhang, Chengkai Li
AnCast++: Document-Level Evaluation of Graph-based Meaning Representations
Haibo Sun, Jayeol Chun, Nianwen Xue
MMEvol: Empowering Multimodal Large Language Models with Evol-Instruct
Run Luo, Haonan Zhang, Longze Chen, Ting-En Lin, Xiong Liu, Yuchuan Wu, Min Yang, Yongbin Li, Minzheng Wang, Pengpeng Zeng, Lianli Gao, Heng Tao Shen, Yunshui Li, Hamid Alinejad-Rokny, Xiaobo Xia, Jingkuan Song, Fei Huang
SciVerse: Unveiling the Knowledge Comprehension and Visual Reasoning of LMMs on Multi-modal Scientific Problems
Ziyu Guo, Renrui Zhang, Hao Chen, Jialin Gao, Dongzhi Jiang, Jiaze Wang, Pheng-Ann Heng
Exploring Layer-wise Representations of English and Chinese Homonymy in Pre-trained Language Models
Matthew King-Hang Ma, XIE Chenwei, Wenbo Wang, William Shiyuan Wang
DocMEdit: Towards Document-Level Model Editing
Li Zeng, Zeming Liu, Chong Feng, Heyan Huang, Yuhang Guo
Adaptive Detoxification: Safeguarding General Capabilities of LLMs through Toxicity-Aware Knowledge Editing
Yifan Lu, Jing Li, Yigeng Zhou, Yihui Zhang, Wenya Wang, Xiucheng Li, Meishan Zhang, Fangming Liu, Jun Yu, Min Zhang
Evaluating the Long-Term Memory of Large Language Models
Zixi Jia, Qinghua Liu, Hexiao Li, Yuyan Chen, Jiqiang Liu
Explain-then-Process: Using Grammar Prompting to Enhance Grammatical Acceptability Judgments
Russell Scheinberg, Ameeta Agrawal, Amber Shore, So Young Lee
Data Interpreter: An LLM Agent for Data Science
Sirui Hong
DReSD: Dense Retrieval for Speculative Decoding
Milan Gritta, Huiyin Xue, Gerasimos Lampouras
Core: Robust Factual Precision with Informative Sub-Claim Identification
Zhengping Jiang, Jingyu Zhang, Nathaniel Weir, Seth Ebner, Miriam Wanner, Kate Sanders, Daniel Khashabi, Anqi Liu, Benjamin Van Durme
Rethinking Diverse Human Preference Learning through Principal Component Analysis
Feng Luo, Rui Yang, Hao Sun, Chunyuan Deng, Jiarui Yao, Jingyan Shen, Huan Zhang, Hanjie Chen
Improving Word Alignment Using Semi-Supervised Learning
Zhongtao Miao, Qiyu Wu, Masaaki Nagata, Yoshimasa Tsuruoka
How Do LLMs Acquire New Knowledge? A Knowledge Circuits Perspective on Continual Pre-Training
Yixin Ou, Yunzhi Yao, Ningyu Zhang, Hui Jin, Jiacheng Sun, Shumin Deng, Zhenguo Li, Huajun Chen
LLM-Symbolic Integration for Robust Temporal Tabular Reasoning
Atharv Kulkarni, Kushagra Dixit, Vivek Srikumar, Dan Roth, Vivek Gupta
Multimodal Large Language Models for Text-rich Image Understanding: A Comprehensive Review
Pei Fu, Tongkun Guan, Zining Wang, Zhentao Guo, Chen Duan, Hao Sun, Boming Chen, Qianyi Jiang, Jiayao Ma, Kai zhou, Junfeng Luo
PruneVid: Visual Token Pruning for Efficient Video Large Language Models
Xiaohu Huang, Hao Zhou, Kai Han
PromptWizard: Optimizing Prompts via Task-Aware, Feedback-Driven Self-Evolution
Eshaan Agarwal, Raghav Magazine, Joykirat Singh, Vivek Dani, Tanuja Ganu, Akshay Nambi
Exposing Numeracy Gaps: A Benchmark to Evaluate Fundamental Numerical Abilities in Large Language Models
Haoyang LI, Xuejia Chen, Zhanchao Xu, Darian Li, Nicole HU, Fei Teng, Yiming Li, Luyu QIU, Chen Jason Zhang, Li Qing, Lei Chen
TABGEN-ICL: Residual-Aware In-Context Example Selection for Tabular Data Generation
Liancheng Fang, Aiwei Liu, Hengrui Zhang, Henry Peng Zou, Weizhi Zhang, Philip S. Yu
Benchmarking Multi-National Value Alignment for Large Language Models
Chengyi Ju, Weijie Shi, Chengzhong LIU, Jiaming Ji, Jipeng Zhang, Ruiyuan Zhang, Jiajie Xu, Yaodong Yang, Sirui Han, Yike Guo
MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models?
Xixian Yong, Jianxun Lian, Xiaoyuan Yi, Xiao Zhou, Xing Xie
Confidence Improves Self-Consistency in LLMs
Amir Taubenfeld, Tom Sheffer, Eran Ofek, Amir Feder, Ariel Goldstein, Zorik Gekhman, Gal Yona
None of the Above, Less of the Right Parallel Patterns in Human and LLM Performance on Multi-Choice Questions Answering
Zhi Rui Tam, Cheng-Kuang Wu, Chieh-Yen Lin, Yun-Nung Chen
In Search of the Lost Arch in Dialogue: A Dependency Dialogue Acts Corpus for Multi-Party Dialogues
Jon Cai, Brendan King, Peyton Cameron, Susan Windisch Brown, Miriam Eckert, Dananjay Srinivas, George Arthur Baker, V Kate Everson, Martha Palmer, James Martin, Jeffrey Flanigan
ProMind-LLM: Proactive Mental Health Care via Causal Reasoning with Sensor Data
Xinzhe Zheng, Sijie JI, Jiawei Sun, Renqi Chen, Wei Gao, Mani Srivastava
Debiasing Online Preference Learning via Preference Feature Preservation
Dongyoung Kim, Jinsung Yoon, Jinwoo Shin, Jaehyung Kim
ShortGPT: Layers in Large Language Models are More Redundant Than You Expect
Xin Men, Mingyu Xu, Qingyu Zhang, Qianhao Yuan, Bingning Wang, Hongyu Lin, Yaojie Lu, Xianpei Han, Weipeng Chen
ProjectEval: A Benchmark for Programming Agents Automated Evaluation on Project-Level Code Generation
Kaiyuan Liu, Youcheng Pan, Yang Xiang, Daojing He, Jing Li, Yexing Du, Tianrun Gao
V²R-Bench: Holistically Evaluating LVLM Robustness to Fundamental Visual Variations
Zhiyuan Fan, Yumeng Wang, Sandeep Polisetty, Yi R. Fung
DYNTEXT: Semantic-Aware Dynamic Text Sanitization for Privacy-Preserving LLM Inference
Juhua Zhang, Zhiliang Tian, Minghang Zhu, YIPING SONG, Minlie Huang, Siyi Yang, Qiunan Du, Xinwang Liu, Taishu sheng, Dongsheng Li
InImageTrans: Multimodal LLM-based Text Image Machine Translation
Fei Zuo, Kehai Chen, Yu Zhang, Zhengshan Xue, Min Zhang
FRAME: Boosting LLMs with A Four-Quadrant Multi-Stage Pretraining Strategy
Xuemiao Zhang, Feiyu Duan, Xu Liangyu, Yongwei Zhou, Sirui Wang, Rongxiang Weng, Jingang Wang, Xunliang Cai
When Large Language Models Meet Speech: A Survey on Integration Approaches
Zhengdong Yang, Shuichiro Shimizu, Yahan Yu, Chenhui Chu
KE-MHISTO: Towards a Multilingual Historical Knowledge Extraction Benchmark for Addressing the Long-Tail Problem
Arianna Graciotti, Leonardo Piano, Nicolas Lazzari, Enrico Daga, Rocco Tripodi, Valentina Presutti, Livio Pompianu
TailorKV: A Hybrid Framework for Long-Context Inference via Tailored KV Cache Optimization
Dingyu Yao, Bowen Shen, Zheng Lin, Wei Liu, Jian Luan, Bin Wang, Weiping Wang
The Elephant in the Room: Exploring the Role of Neutral Words in Language Model Group-Agnostic Debiasing
Xinwei Guo, Jiashi Gao, Junlei Zhou, Jiaxin Zhang, Guanhua Chen, Xiangyu Zhao, Quanying Liu, Haiyan Wu, Xin Yao, Xuetao Wei
LLMs Can Achieve High-quality Simultaneous Machine Translation as Efficiently as Offline
Biao Fu, Minpeng Liao, Kai Fan, Chengxi Li, Liang Zhang, Yidong Chen, Xiaodong Shi
Beyond Completion: A Foundation Model for General Knowledge Graph Reasoning
Yin Hua, Zhiqiang Liu, Mingyang Chen, Zheng Fang, Chi Man Wong, Lingxiao Li, Chi Man VONG, Huajun Chen, Wen Zhang
Generative Error Correction for Emotion-aware Speech-to-text Translation
Zhengdong Yang, Sheng Li, Chenhui Chu
SynapticRAG: Enhancing Temporal Memory Retrieval in Large Language Models through Synaptic Mechanisms
Yuki Hou, Haruki Tamoto, Qinghua Zhao, HOMEI MIYASHITA
Localizing and Mitigating Errors in Long-form Question Answering
Rachneet Singh Sachdeva, Yixiao Song, Mohit Iyyer, Iryna Gurevych
EMGLLM: Data-to-Text Alignment for Electromyogram Diagnosis Generation with Medical Numerical Data Encoding
Zefei Long, Zhenbiao Cao, Wei Chen, zhongyu wei
LLMVoX: Autoregressive Streaming Text-to-Speech Model for Any LLM
sambal shikhar, Mohammed Irfan Kurpath, Sahal Shaji Mullappilly, Jean Lahoud, Fahad Shahbaz Khan, Rao Muhammad Anwer, Salman Khan, Hisham Cholakkal
Act2P: LLM-Driven Online Dialogue Act Classification for Power Analysis
Zhangwenbo, Wang yuhan
Benchmarking Large Language Models against Smaller Fine-Tuned Models for Low-Resource Maltese NLP
Kurt Micallef, Claudia Borg
TRATES: Trait-Specific Rubric-Assisted Cross-Prompt Essay Scoring
Sohaila Eltanbouly, Salam Albatarni, Tamer Elsayed
DAST: Context-Aware Compression in LLMs via Dynamic Allocation of Soft Tokens
Shaoshen Chen, Yangning Li, Zishan Xu, Yongqin Zeng, Shunlong Wu, Xinshuo Hu, Zifei Shan, Xin Su, Jiwei Tang, Yinghui Li, Hai-Tao Zheng
A Multi-Expert Structural-Semantic Hybrid Framework for Unveiling Historical Patterns in Temporal Knowledge Graphs
Yimin Deng, Yuxia Wu, Yejing Wang, Guoshuai Zhao, Li Zhu, Qidong Liu, Derong Xu, Zichuan Fu, Xian Wu, Yefeng Zheng, Xiangyu Zhao, Xueming Qian
MWPO: Enhancing LLMs Performance through Multi-Weight Preference Strength and Length Optimization
Shiyue Xu, Fu Zhang, Jingwei Cheng, Linfeng Zhou
CLEAR: Character Unlearning in Textual and Visual Modalities
Alexey Dontsov, Dmitrii Korzh, Alexey Zhavoronkin, Boris Mikheev, Denis Bobkov, Aibek Alanov, Oleg Rogov, Ivan Oseledets, Elena Tutubalina
Assessing the Reasoning Capabilities of LLMs in the context of Evidence-based Claim Verification
John Dougrez-Lewis, Mahmud Elahi Akhter, Federico Ruggeri, Sebastian Löbbers, Yulan He, Maria Liakata
Temporal Generalizability in the Realm of Event Detection: The Role of Multilingual Models and Stochasticity
Stella Verkijk, Piek Vossen, Pia Sommerauer
DiffLM: Controllable Synthetic Data Generation via Diffusion Language Models
Ying Zhou, Xinyao Wang, Yulei Niu, Yaojie Shen, Lexin Tang, Fan Chen, Ben He, Le Sun, Longyin Wen
Uncertainty Unveiled: Can Exposure to More In-context Examples Mitigate Uncertainty for Large Language Models?
Yifei Wang, Yu Sheng, Linjing Li, Daniel Dajun Zeng
ToolSpectrum: Towards Personalized Tool Utilization for Large Language Models
Zihao Cheng, Hongru WANG, Zeming Liu, Yuhang Guo, Yuanfang Guo, Yunhong Wang, Haifeng Wang
Reverse Preference Optimization for Complex Instruction Following
Xiang Huang, Ting-En Lin, Feiteng Fang, Yuchuan Wu, Hangyu Li, Yuzhong Qu, Fei Huang, Yongbin Li
MMS-LLaMA: Efficient LLM-based Audio-Visual Speech Recognition with Minimal Multimodal Speech Tokens
Jeong Hun Yeo, Hyeongseop Rha, Se Jin Park, Yong Man Ro
Def-DTS: Deductive Reasoning for Open-domain Dialogue Topic Segmentation
Seungmin Lee, Yongsang Yoo, Minhwa Jung, Min Song
Exploring Jailbreak Attacks on LLMs through Intent Concealment and Diversion
Tiehan Cui, Yanxu Mao, Peipei Liu, Congying Liu, Datao You
Verbosity-Aware Rationale Reduction: Sentence-Level Rationale Reduction for Efficient and Effective Reasoning
Joonwon Jang, Jaehee Kim, WONBIN KWEON, Seonghyeon Lee, Hwanjo Yu
Exploring the Role of Mental Health Conversational Agents in Training Medical Students and Professionals: A Systematic Literature Review
Thushari Atapattu, Menasha Thilakaratne, Duc Nhan Do, Mahen Herath, Katrina E. Falkner
Bandit-Based Prompt Design Strategy Selection Improves Prompt Optimizers
Rin Ashizawa, Yoichi Hirose, Nozomu Yoshinari, Kento Uchida, Shinichi Shirakawa
STORYTELLER: An Enhanced Plot-Planning Framework for Coherent and Cohesive Story Generation
Jiaming Li, Yukun Chen, Ziqiang Liu, Minghuan Tan, Lei Zhang, Yunshui Li, Run Luo, Longze Chen, Jing Luo, Ahmadreza Argha, Hamid Alinejad-Rokny, Wei Zhou, Min Yang
SelectLLM: Query-Aware Efficient Selection Algorithm for Large Language Models
Kaushal Kumar Maurya, KV Aditya Srivatsa, Ekaterina Kochmar
SkyLLM: Cross-LLM-APIs Federation for Cost-effective Query Processing
Heng Zhao, Yifei Zhu
Matina: A Culturally-Aligned Persian Language Model Using Multiple LoRA Experts
Sara Bourbour Hosseinbeigi, MohammadAli SeifKashani, Javad seraj, Fatemeh Taherinezhad, Ali Nafisi, Fatemeh Nadi, Iman Barati, Hosein Hasani, Mostafa Amiri, Mostafa Masoudi
PM3-KIE: A Probabilistic Multi-Task Meta-Model for Document Key Information Extraction
Birgit Kirsch, Héctor Allende-Cid, Stefan Rueping
TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text
Ahmed Lekssays, Utsav Shukla, Husrev Taha Sencar, Md Rizwan Parvez
G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language Models
Long Bai, Zixuan Li, Xiaolong Jin, Jiafeng Guo, Xueqi Cheng, Tat-Seng Chua
Disentangling Reasoning Tokens and Boilerplate Tokens For Language Model Fine-tuning
Ziang Ye, Zhenru Zhang, Yang Zhang, jianxing ma, Junyang Lin, Fuli Feng
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training
Jun Rao, Zepeng Lin, Xuebo Liu, Xiaopeng Ke, Lian Lian, Dong Jin, shengjun cheng, Jun Yu, Min Zhang
EasyEA: Large Language Model is All You Need in Entity Alignment Between Knowledge Graphs
Jingwei Cheng, Chenglong Lu, Linyan Yang, Guoqing Chen, Fu Zhang
An Adaptive Multi-Threshold Loss and a General Framework for Collaborating Losses in Document-Level Relation Extraction
Huangming Xu, Fu Zhang, Jingwei Cheng
RoleMRC: A Fine-Grained Composite Benchmark for Role-Playing and Instruction-Following
Junru Lu, Jiazheng Li, Guodong Shen, Lin Gui, Siyu An, Yulan He, di yin, Xing Sun
C²RBench: A Chinese Complex Reasoning Benchmark for Large Language Models
Junru Wu, Tianhao Shen, Linxi Su, Deyi Xiong
Unlocking LLMs’ Self-Improvement Capacity with Autonomous Learning for Domain Adaptation
Ke Ji, Junying Chen, Anningzhe Gao, Wenya Xie, Xiang Wan, Benyou Wang
How Personality Traits Shape LLM Risk-Taking Behaviour
John Hartley, Conor Brian Hamill, Dale Seddon, Devesh Batra, Ramin Okhrati, Raad Khraishi
Word-Level Detection of Code-Mixed Hate Speech with Multilingual Domain Transfer
Karin Niederreiter, Dagmar Gromann
Evaluation of Attribution Bias in Generator-Informed Retrieval-Augmented Large Language Models
Amin Abolghasemi, Leif Azzopardi, Seyyed Hadi Hashemi, Maarten de Rijke, Suzan Verberne
Implicit Cross-Lingual Rewarding for Efficient Multilingual Preference Alignment
Wen Yang, Junhong Wu, Chen Wang, Chengqing Zong, Jiajun Zhang
Diagnosing Failures in Large Language Models’ Answers: Integrating Error Attribution into Evaluation Framework
Zishan Xu, Shuyi Xie, Qingsong Lv, Shupei Xiao, Linlin Song, Sui Wenjuan, Fan Lin
Encode Errors: Representational Retrieval of In-Context Demonstrations for Multilingual Grammatical Error Correction
Guangyue Peng, Wei Li, Wen Luo, Houfeng Wang
Preference Curriculum: LLMs Should Always Be Pretrained on Their Preferred Data
Xuemiao Zhang, Xu Liangyu, Feiyu Duan, Yongwei Zhou, Sirui Wang, Rongxiang Weng, Jingang Wang, Xunliang Cai
Can Input Attributions Interpret the Inductive Reasoning Process in In-Context Learning?
Mengyu Ye, Tatsuki Kuribayashi, Goro Kobayashi, Jun Suzuki
Modal Dependency Parsing via Biaffine Attention with Self-Loop
Jayeol Chun, Nianwen Xue
Beyond Profile: From Surface-Level Facts to Deep Persona Simulation in LLMs
Zixiao Wang, Duzhen Zhang, Ishita Agarwal, Shen Gao, Le Song, Xiuying Chen
Measuring What Makes You Unique: Difference-Aware User Modeling for Enhancing LLM Personalization
Yilun Qiu, Xiaoyan Zhao, Yang Zhang, Yimeng Bai, Wenjie Wang, Hong Cheng, Fuli Feng, Tat-Seng Chua
VideoRAG: Retrieval-Augmented Generation over Video Corpus
Soyeong Jeong, Kangsan Kim, Jinheon Baek, Sung Ju Hwang
Synergistic Augmentation: Enhancing Cross-Domain Zero-Shot Slot Filling with Small Model-Assisted Large Language Models
Weizhen li, Junbao Huang, Peijie Huang, Yuhong Xu, Jiekun Fan
A Classifier of Word-Level Variants in Witnesses of Biblical Hebrew Manuscripts
Iglika Nikolova-Stoupak, Maxime Amblard, Sophie Robert-Hayek, Davide D’Amico, Frédérique Rey
NOVA: An Iterative Planning Framework for Enhancing Scientific Innovation with Large Language Models
xiang hu, Hongyu Fu, Jinge Wang, Yifeng wang, zhikun li, Renjun Xu, Yu Lu, Yaochu Jin, Lili Pan, Zhenzhong Lan
Query-Driven Multimodal GraphRAG: Dynamic Local Knowledge Graph Construction for Online Reasoning
Chenyang Bu, Guojie Chang, zihao chen, CunYuan Dang, Zhize Wu, Yi He, Xindong Wu
A Survey of Uncertainty Estimation Methods on Large Language Models
Zhiqiu Xia, JINXUAN XU, Yuqian Zhang, Hang Liu
Beyond Single-Value Metrics: Evaluating and Enhancing LLM Unlearning with Cognitive Diagnosis
Yicheng Lang, Kehan Guo, Yue Huang, Yujun Zhou, Haomin Zhuang, Tianyu Yang, Yao Su, Xiangliang Zhang
Natural Language Processing in Support of Evidence-based Medicine: A Scoping Review
Zihan Xu, Haotian Ma, Yihao Ding, Gongbo Zhang, Chunhua Weng, Yifan Peng
How do Transformer Embeddings Represent Compositions? A Functional Analysis
Aishik Nagar, Ishaan Singh Rawal, Mansi Dhanania, Cheston Tan
Entriever: Energy-based Retriever for Knowledge-Grounded Dialog Systems
Yucheng Cai, Ke Li, Yi Huang, Junlan Feng, Zhijian Ou
MONTROSE: LLM-driven Monte Carlo Tree Search Self-Refinement for Cross-Domain Rumor Detection
Shanshan Liu, Menglong Lu, Zhen Huang, Zejiang He, Liu Liu, Zhigang Sun, Dongsheng Li
PEToolLLM: Towards Personalized Tool Learning in Large Language Models
Qiancheng Xu, Yongqi Li, Heming Xia, Fan Liu, Min Yang, Wenjie Li
A Comprehensive Graph Framework for Question Answering with Mode-Seeking Preference Alignment
Quanwei Tang, Sophia Yat Mei Lee, Junshuang Wu, Dong Zhang, Shoushan Li, Erik Cambria, Guodong Zhou
A MISMATCHED Benchmark for Scientific Natural Language Inference
Firoz Shaik, Mobashir Sadat, Nikita Gautam, Doina Caragea, Cornelia Caragea
TagRouter: Learning Route to LLMs through Tags for Open-Domain Text Generation Tasks
Zhou Chen, Zhiqiang wei, Yuqi Bai, Xue Xiong, Jianmin WU
The Reasoning-Memorization Interplay in Language Models Is Mediated by a Single Direction
Yihuai Hong, Meng Cao, Dian Zhou, Lei Yu, Zhijing Jin
MPBench: A Comprehensive Multimodal Reasoning Benchmark for Process Errors Identification
xu Zhao Pan, Pengfei Zhou, Jiaxin Ai, Wangbo Zhao, Kai Wang, Xiaojiang Peng, Wenqi Shao, Hongxun Yao, Kaipeng Zhang
CRAB: Cross-environment Agent Benchmark for Multimodal Language Model Agents
Tianqi Xu, Linyao Chen, Dai-Jie Wu, Yanjun Chen, Zecheng Zhang, Xiang Yao, Zhiqiang Xie, Yongchao Chen, Shilong Liu, Bochen Qian, Anjie Yang, Zhaoxuan Jin, Jianbo Deng, Philip Torr, Bernard Ghanem, Guohao Li
Towards A “Novel” Benchmark: Evaluating Literary Fiction with Large Language Models
Wenqing Wang, Mingqi Gao, Xinyu Hu, Xiaojun Wan
A Reinforcement Learning Framework for Cross-Lingual Stance Detection Using Chain-of-Thought Alignment
Binghui Li, Minghui Zou, Xiaowang Zhang, Shizhan Chen, Zhiyong Feng
CARE-STaR: Constraint-aware Self-taught Reasoner
Zhiliang Li, Bo Tang, Yijun Niu, Beihong Jin, Qiwen Shi, Yuchen Feng, Zhiyu li, Jie Hu, mingchuan yang, Feiyu Xiong
Is It JUST Semantics? A Case Study of Discourse Particle Understanding in LLMs
William Berkeley Sheffield, Kanishka Misra, Valentina Pyatkin, Ashwini Deo, Kyle Mahowald, Junyi Jessy Li
War of Thoughts: Competition Stimulates Stronger Reasoning in Large Language Models
Yibin Chen, YAN ZHENG, Yifu Yuan, Jinyi Liu, Jianye HAO
Does Rationale Quality Matter? Enhancing Mental Disorder Detection via Selective Reasoning Distillation
Hoyun Song, Huije Lee, Jisu Shin, Sukmin Cho, Changgeon Ko, Jong C. Park
Rethinking Table Instruction Tuning
Naihao Deng, Rada Mihalcea
CliniDial: A Naturally Emerged Multimodal Dialogue Dataset for Team Reflection During Clinical Operation
Naihao Deng, Kapotaksha Das, Rada Mihalcea, Vitaliy Popov, Mohamed Abouelenien
Chumor: Towards Benchmarking Chinese Humor Understanding
Ruiqi He, Yushu He, Longju Bai, Jiarui Liu, Zhenjie Sun, Zenghao Tang, He Wang, Hanchen Xia, Rada Mihalcea, Naihao Deng
Explicit Bayesian Inference to Uncover the Latent Themes of Large Language Models
Raymond Li, Chuyuan Li, Gabriel Murray, Giuseppe Carenini
Multi-Modal Framing Analysis of News
Arnav Arora, Srishti Yadav, Maria Antoniak, Serge Belongie, Isabelle Augenstein
Improving Occupational ISCO Classification of Multilingual Swiss Job Postings with LLM-Refined Training Data
Ann-Sophie Gnehm, Simon Clematide
Brevity is the soul of sustainability: Characterizing LLM response lengths
Soham Poddar, Paramita Koley, Janardan Misra, Niloy Ganguly, Saptarshi Ghosh
Adversarial Preference Learning for Robust LLM Alignment
Yuanfu Wang, Pengyu Wang, Chenyang Xi, Bo Tang, Junyi Zhu, Wenqiang Wei, chen chen, Chao Yang, Jingfeng Zhang, Chaochao Lu, Yijun Niu, Keming Mao, Zhiyu li, Feiyu Xiong, Jie Hu, mingchuan yang
gMBA: Expression Semantic Guided Mixed Boolean-Arithmetic Deobfuscation Using Transformer Architectures
Youjeong Roh, Joon-Young Paik, Jingun Kwon, Eun-Sun Cho
READoc: A Unified Benchmark for Realistic Document Structured Extraction
Zichao Li, Aizier Abulaiti, Yaojie Lu, Xuanang Chen, Jia Zheng, Hongyu Lin, Xianpei Han, Shanshan Jiang, Bin Dong, Le Sun
TicTac: Temporal-aware Supervised Fine-tuning for Automatic Text Dating
Minna Peng, Han Ren
Dolphin: Document Image Parsing via Heterogeneous Anchor Prompting
Hao Feng, Shu Wei, Xiang Fei, Wei Shi, Yingdong Han, Lei Liao, Jinghui Lu, Binghong Wu, Qi Liu, Chunhui Lin, Jingqun Tang, Hao Liu, Can Huang
FanChuan: A Multilingual and Graph-Structured Benchmark For Parody Detection and Analysis
Yilun Zheng, Sha Li, Fangkun Wu, Yang Ziyi, Lin Hongchao, Zhichao Hu, Cai Xinjun, Ziming Wang, Jinxuan Chen, Sitao Luan, Jiahao Xu, Lihui Chen
P-CoT: A Pedagogically-motivated Participatory Chain-of-Thought Prompting for Phonological Reasoning in LLMs
Dongjun Jang, Youngchae Ahn, Hyopil Shin
DynaCode: A Dynamic Complexity-Aware Code Benchmark for Evaluating Large Language Models in Code Generation
Wenhao Hu, Jinhao Duan, Chunchen Wei, Li Zhang, Yue Zhang, Kaidi Xu
Small Encoders Can Rival Large Decoders in Detecting Groundedness
Istabrak Abbes, Gabriele Prato, Quentin Fournier, Fernando Rodriguez, Alaa Boukhary, Adam Elwood, Sarath Chandar
KITAB-Bench: A Comprehensive Multi-Domain Benchmark for Arabic OCR and Document Understanding
Ahmed Heakl, Muhammad Abdullah Sohail, Mukul Ranjan, Rania Elbadry, Ghazi Shazan Ahmad, Mohamed El-Geish, Omar Maher, Zhiqiang Shen, Fahad Shahbaz Khan, Salman Khan
Robustness and Confounders in the Demographic Alignment of LLMs with Human Perceptions of Offensiveness
Shayan Alipour, Indira Sen, Mattia Samory, Tanu Mitra
AL-QASIDA: Analyzing LLM Quality and Accuracy Systematically in Dialectal Arabic
Nathaniel Romney Robinson, Shahd Abdelmoneim, Kelly Marchisio, Sebastian Ruder
Is Large Language Model Performance on Reasoning Tasks Impacted by Different Ways Questions Are Asked?
Seok Hwan Song, Mohna Chakraborty, Qi Li, Wallapak Tavanapong
MutantPrompt: Prompt Optimization via Mutation Under a Budget on Modest-sized LMs
Arijit Nag, Animesh Mukherjee, Niloy Ganguly, Soumen Chakrabarti
Heuristic-based Search Algorithm in Automatic Instruction-focused Prompt Optimization: A Survey
Wendi Cui, Jiaxin Zhang, Zhuohang Li, Hao Sun, Damien Lopez, Kamalika Das, Bradley A. Malin, Sricharan Kumar
CONSENSAGENT: Towards Efficient and Effective Consensus in Multi-Agent LLM Interactions Through Sycophancy Mitigation
Priya Pitre, Naren Ramakrishnan, Xuan Wang
The Structural Safety Generalization Problem
Julius Broomfield, Tom Gibbs, George Ingebretsen, Ethan Kosak-Hine, Tia Nasir, Jason Zhang, Reihaneh Iranmanesh, Sara Pieri, Reihaneh Rabbany, Kellin Pelrine
DPO Kernels: A Semantically-Aware, Kernel-Enhanced, and Divergence-Rich Paradigm for Direct Preference Optimization
Amitava Das, Suranjana Trivedy, Danush Khanna, Yaswanth Narsupalli, Basab Ghosh, Rajarshi Roy, Gurpreet Singh, Vinija Jain, Vasu Sharma, Aishwarya Naresh Reganti, Aman Chadha
Model-Dependent Moderation: Inconsistencies in Hate Speech Detection Across LLM-based Systems
Neil Fasching, Yphtach Lelkes
Label-semantics Aware Generative Approach for Domain-Agnostic Multilabel Classification
Subhendu Khatuya, Shashwat Naidu, Saptarshi Ghosh, Pawan Goyal, Niloy Ganguly
Unsupervised Morphological Tree Tokenizer
Qingyang Zhu, Xiang Hu, Pengyu Ji, Wei Wu, Kewei Tu
CausalLink: An Interactive Evaluation Framework for Causal Reasoning
Jinyue Feng, Frank Rudzicz
Toward Global AI Inclusivity: A Large-Scale Multilingual Terminology Dataset (GIST)
Jiarui Liu, Iman Ouzzani, Wenkai Li, Lechen Zhang, Tianyue Ou, Houda Bouamor, Zhijing Jin, Mona T. Diab
A Joint Optimization Framework for Enhancing Efficiency of Tool Utilization in LLM Agents
Bin Wu, Edgar Meij, Emine Yilmaz
When Claims Evolve: Evaluating and Enhancing the Robustness of Embedding Models Against Misinformation Edits
Jabez Magomere, Emanuele La Malfa, Manuel Tonneau, Ashkan Kazemi, Scott A. Hale
Splintering Nonconcatenative Languages for Better Tokenization
Bar Gazit, Shaltiel Shmidman, Avi Shmidman, Yuval Pinter
Aria-UI: Visual Grounding for GUI Instructions
Yuhao Yang, Yue Wang, Dongxu Li, Ziyang Luo, Bei Chen, Chao Huang, Junnan Li
Revealing Hidden Mechanisms of Cross-Country Content Moderation with Natural Language Processing
Neemesh Yadav, Jiarui Liu, Francesco Ortu, Roya Ensafi, Zhijing Jin, Rada Mihalcea
Unilogit: Robust Machine Unlearning for LLMs Using Uniform-Target Self-Distillation
Stefan Vasilev, Christian Herold, Baohao Liao, Seyyed Hadi Hashemi, Shahram Khadivi, Christof Monz
Creating a Lens of Chinese Culture: A Multimodal Dataset for Chinese Pun Rebus Art Understanding
Tuo Zhang, Tiantian Feng, Yibin Ni, Mengqin Cao, Ruying Liu, Kiana Avestimehr, Katharine Butler, Yanjun Weng, Mi Zhang, Shrikanth Narayanan, Salman Avestimehr
FastDraft: How to Train Your Draft
Ofir Zafrir, Igor Margulis, Dorin Shteyman, Shira Guskin, Guy Boudoukh
SignMusketeers: An Efficient Multi-Stream Approach for Sign Language Translation at Scale
Shester Gueuwou, Xiaodan Du, Greg Shakhnarovich, Karen Livescu
Click, Type, Repeat: A Comprehensive Survey on GUI Agents
Dang Nguyen, Jian Chen, Yu Wang, Gang Wu, Namyong Park, Zhengmian Hu, Hanjia Lyu, Junda Wu, Ryan Aponte, Yu Xia, Xintong Li, Jing Shi, Hongjie Chen, Viet Dac Lai, Zhouhang Xie, Sungchul Kim, Ruiyi Zhang, Tong Yu, Mehrab Tanjim, Nesreen K. Ahmed, Puneet Mathur, Seunghyun Yoon, Lina Yao, Branislav Kveton, Jihyung Kil, Thien Huu Nguyen, Trung Bui, Tianyi Zhou, Ryan A. Rossi, Franck Dernoncourt
MEDEC: A Benchmark for Medical Error Detection and Correction in Clinical Notes
Asma Ben Abacha, Wen-wai Yim, Yujuan Fu, Zhaoyi Sun, Meliha Yetisgen, Fei Xia, Thomas Lin
Understanding the Influence of Synthetic Data for Text Embedders
Jacob Mitchell Springer, Vaibhav Adlakha, Siva Reddy, Aditi Raghunathan, Marius Mosbach
Dynamic Knowledge Integration for Evidence-Driven Counter-Argument Generation with Large Language Models
Anar Yeginbergen, Maite Oronoz, Rodrigo Agerri
Tell, Don’t Show: Leveraging Language Models’ Abstractive Retellings to Model Literary Themes
Li Lucy, Camilla Griffiths, Sarah Levine, Jennifer L Eberhardt, Dorottya Demszky, David Bamman
BottleHumor: Self-Informed Humor Explanation using the Information Bottleneck Principle
EunJeong Hwang, Peter West, Vered Shwartz
Financial Language Model Evaluation (FLaME)
Glenn Matlin, Mika Okamoto, Huzaifa Pardawala, Yang Yang, Sudheer Chava
CausalRAG: Integrating Causal Graphs into Retrieval-Augmented Generation
Nengbo Wang, Xiaotian Han, JAGDIP SINGH, Jing Ma, Vipin Chaudhary
Towards Safety Reasoning in LLMs: AI-agentic Deliberation for Policy-embedded CoT Data Creation
Tharindu Kumarage, Ninareh Mehrabi, Anil Ramakrishna, Xinyan Zhao, Richard Zemel, Kai-Wei Chang, Aram Galstyan, Rahul Gupta, Charith Peris
Explain then Rank: Scale Calibration of Neural Rankers Using Natural Language Explanations from LLMs
Puxuan Yu, Daniel Cohen, Hemank Lamba, Joel R. Tetreault, Alejandro Jaimes
Beyond instruction-conditioning, MoTE: Mixture of Task Experts for Multi-task Embedding Models
Miguel Romero Calvo, Shuoyang Ding, Corey D Barrett, Georgiana Dinu, George Karypis
Metagent-P: A Neuro-Symbolic Planning Agent with Metacognition for Open Worlds
YanfangZhou, Yuntao Liu, Xiaodong Li, Yongqiang Zhao, Xintong Wang, Jinlong Tian, Zhenyu Li, Xinhai Xu
Q-STRUM Debate: Query-Driven Contrastive Summarization for Recommendation Comparison
George-Kirollos Saad, Scott Sanner
Inductive Linguistic Reasoning with Large Language Models
Raghav Ramji, Keshav Ramji
Evaluating LLMs’ Mathematical and Coding Competency through Ontology-guided Interventions
Pengfei Hong, Navonil Majumder, Deepanway Ghosal, Somak Aditya, Rada Mihalcea, Soujanya Poria
Exploiting Phonetics and Glyph Representation at Radical-level for Classical Chinese Understanding
Junyi Xiang, Maofu Liu
Tokens for Learning, Tokens for Unlearning: Mitigating Membership Inference Attacks in Large Language Models via Dual-Purpose Training
Toan Tran, Ruixuan Liu, Li Xiong
Verify with Caution: The Pitfalls of Relying on Imperfect Factuality Metrics
Ameya Godbole, Robin Jia
TabXEval: Why this is a Bad Table? An eXhaustive Rubric for Table Evaluation
Vihang Pancholi, Jainit Sushil Bafna, Tejas Anvekar, Manish Shrivastava, Vivek Gupta
LADDER: Language-Driven Slice Discovery and Error Rectification in Vision Classifiers
Shantanu Ghosh, Rayan Syed, Chenyu Wang, Vaibhav Choudhary, Binxu Li, Clare B Poynton, Shyam Visweswaran, kayhan Batmanghelich
GSQ-Tuning: Group-Shared Exponents Integer in Fully Quantized Training for LLMs On-Device Fine-tuning
Sifan Zhou, Shuo Wang, Zhihang Yuan, Mingjia Shi, Yuzhang Shang, Dawei Yang
Evaluation of LLMs in Medical Text Summarization: The Role of Vocabulary Adaptation in High OOV Settings
Gunjan Balde, Soumyadeep Roy, Mainack Mondal, Niloy Ganguly
UniT: One Document, Many Revisions, Too Many Edit Intention Taxonomies
Fangping Lan, Abdullah Aljebreen, Eduard Dragut
Predicting Depression in Screening Interviews from Interactive Multi-Theme Collaboration
Xianbing Zhao, Yiqing Lyu, Di Wang, Buzhou Tang
Your Language Model May Think Too Rigidly: Achieving Reasoning Consistency with Symmetry-Enhanced Training
Yihang Yao, Zhepeng Cen, Miao Li, William Han, Yuyou Zhang, Emerson Liu, Zuxin Liu, Chuang Gan, Ding Zhao
TritonBench: Benchmarking Large Language Model Capabilities for Generating Triton Operators
jianling li, ShangZhan Li, Zhenye Gao, Qi Shi, Yuxuan Li, Zefan Wang, Jiacheng Huang, WangHaojie, Jianrong Wang, Xu Han, Zhiyuan Liu, Maosong Sun
Just KIDDIN’ : Knowledge Infusion and Distillation for Detection of INdecent Memes
Rahul Garg, Trilok Padhi, Hemang Jain, Ugur Kursuncu, Ponnurangam Kumaraguru
Dynamic Personality in LLM Agents: A Framework for Evolutionary Modeling and Behavioral Analysis in the Prisoner’s Dilemma
Weiqi Zeng, Bo Wang, Dongming Zhao, Zongfeng Qu, Ruifang He, Yuexian Hou, Qinghua Hu
Building A Proof-Oriented Programmer That Is 64% Better Than GPT-4o Under Data Scarcity
Dylan Zhang, Justin Wang, Tianran Sun
On the Robust Approximation of ASR Metrics
Abdul Waheed, Hanin atwany, Rita Singh, Bhiksha Raj
Are the Values of LLMs Structurally Aligned with Humans? A Causal Perspective
Yipeng Kang, Junqi Wang, Yexin Li, Mengmeng Wang, Wenming Tu, Quansen Wang, Hengli Li, Tingjun Wu, Xue Feng, Fangwei Zhong, Zilong Zheng
LLMs Can Also Do Well! Breaking Barriers in Semantic Role Labeling via Large Language Models
Xinxin Li, Huiyao Chen, Chengjun Liu, Jing Li, Meishan Zhang, Jun Yu, Min Zhang
Lost in Transcription, Found in Distribution Shift: Demystifying Hallucination in Speech Foundation Models
Hanin atwany, Abdul Waheed, Rita Singh, Monojit Choudhury, Bhiksha Raj
M2PA: A Multi-Memory Planning Agent for Open Worlds Inspired by Cognitive Theory
YanfangZhou, Xiaodong Li, Yuntao Liu, Yongqiang Zhao, Xintong Wang, Zhenyu Li, Jinlong Tian, Xinhai Xu
AnnaAgent: Dynamic Evolution Agent Systerm with Multi-Session Memory for Realistic Seeker Simulation
Ming Wang, Peidong Wang, Lin Wu, Xiaocui Yang, Daling Wang, Shi Feng, Yuxin Chen, Bixuan Wang, Yifei Zhang
Diversification Catalyzes Language Models’ Instruction Generalization To Unseen Semantics
Dylan Zhang, Justin Wang, Francois Charton
DecompileBench: A Comprehensive Benchmark for Evaluating Decompilers in Real-World Scenarios
Zeyu Gao, Yuxin Cui, Hao Wang, Siliang Qin, Yuanda Wang, Zhang Bolun, Chao Zhang
Thinking Before Running! Efficient Code Generation with Thorough Exploration and Optimal Refinement
Xiaoqing Zhang, Yuhan Liu, Flood Sung, Xiuying Chen, Shuo Shang, Rui Yan
Edit Once, Update Everywhere: A Simple Framework for Cross-Lingual Knowledge Synchronization in LLMs
Yuchen Wu, Liang Ding, Li Shen, Dacheng Tao
SafeChain: Safety of Language Models with Long Chain-of-Thought Reasoning Capabilities
Fengqing Jiang, Zhangchen Xu, Yuetai Li, Luyao Niu, Zhen Xiang, Bo Li, Bill Yuchen Lin, Radha Poovendran
ETRQA: A Comprehensive Benchmark for Evaluating Event Temporal Reasoning Abilities of Large Language Models
Sigang Luo, Yinan Liu, Dongying Lin, Yingying Zhai, Bin Wang, Xiaochun Yang, Junpeng Liu
The Law of Knowledge Overshadowing: Towards Understanding, Predicting and Preventing LLM Hallucination
Yuji Zhang, Sha Li, Cheng Qian, Jiateng Liu, Pengfei Yu, Chi Han, Yi R. Fung, Kathleen McKeown, ChengXiang Zhai, Manling Li, Heng Ji
EQS: Unified Entity-Query-Sentence Contrastive Learning for Multimodal Temporal Knowledge Graph Completion
Ying Zhang, Li Zhang, Yu Zhao, Baohang Zhou, Xinying Qian, Xuhui Sui, Kehui Song
LegoMT2: Selective Asynchronous Sharded Data Parallel Training for Massive Neural Machine Translation
Fei Yuan, Yinquan Lu, Lei Li, Jingjing Xu
Pruning General Large Language Models into Customized Expert Models
Yiran Zhao, Guizhen Chen, Kenji Kawaguchi, Lidong Bing, Wenxuan Zhang
Enhance Multimodal Consistency and Coherence for Text-Image Plan Generation
Xiaoxin Lu, Ranran Haoran Zhang, Yusen Zhang, Rui Zhang
Un-considering Contextual Information: Assessing LLMs’ Understanding of Indexical Elements
Metehan Oğuz, Yavuz Faruk Bakman, Duygu Nur Yaldiz
Behavioral Analysis of Information Salience in Large Language Models
Jan Trienes, Jörg Schlötterer, Junyi Jessy Li, Christin Seifert
The Behavior Gap: Evaluating Zero-shot LLM Agents in Complex Task-Oriented Dialogs
Avinash Baidya, Kamalika Das, Xiang Gao
Task Facet Learning: A Structured Approach To Prompt Optimization
Gurusha Juneja, Gautam Jajoo, Hua Li, Jian Jiao, Nagarajan Natarajan, Amit Sharma
LLM as Effective Streaming Processor: Bridging Streaming-Batch Mismatches with Group Position Encoding
Junlong Tong, Jinlan Fu, Zixuan Lin, Yingqi Fan, Anhao Zhao, Hui Su, Xiaoyu Shen
YinYang-Align: A new Benchmark for Competing Objectives and Introducing Multi-Objective Preference based Text-to-Image Alignment
Amitava Das, Yaswanth Narsupalli, Gurpreet Singh, Vinija Jain, Vasu Sharma, Suranjana Trivedy, Aman Chadha, Amit Sheth
FREE: Fast and Robust Vision Language Models with Early Exits
Divya Jyoti Bajpai, Manjesh Kumar Hanawal
REPRO-Bench: Can AI Agents Assess the Reproducibility of Social Science Papers?
Chuxuan Hu, Liyun Zhang, Yeji Lim, Aum Wadhwani, Austin Peters, Daniel Kang
Time Travel: A Comprehensive Benchmark to Evaluate LMMs on Historical and Cultural Artifacts
Sara Ghaboura, Ketan Pravin More, Ritesh Thawkar, Wafa Al Ghallabi, Omkar Thawakar, Fahad Shahbaz Khan, Hisham Cholakkal, Salman Khan, Rao Muhammad Anwer
Unveiling and Addressing Pseudo Forgetting in Large Language Models
Huashan Sun, Yizhe Yang, Yinghao Li, Jiawei Li, Yang Gao
Improving MLLM’s Document Image Machine Translation via Synchronously Self-reviewing Its OCR Proficiency
Yupu Liang, Yaping Zhang, Zhiyang Zhang, Zhiyuan Chen, Yang Zhao, Lu Xiang, Chengqing Zong, Yu Zhou
HG-InsightLog: Context Prioritization and Reduction for Question Answering with Non-Natural Language Construct Log Data
Supriya Bajpai, Athira Gopal, Chandrakant Harjpal, Niraj Kumar
Dialect Normalization using Large Language Models and Morphological Rules
Antonios Dimakis, John Pavlopoulos, Antonios Anastasopoulos
USDC: A Dataset of $\underline{U}$ser $\underline{S}$tance and $\underline{D}$ogmatism in Long $\underline{C}$onversations
Mounika Marreddy, SUBBA REDDY OOTA, Venkata Charan Chinni, Manish Gupta, Lucie Flek
Learning to Insert [PAUSE] Tokens for Better Reasoning
Eunki Kim, Sangryul Kim, James Thorne
EventRAG: Supportive Event Retrieval on Hypergraph for Future Forecasting
Zhengwei Tao, Zhi Jin, pu wu, Xiaoying Bai, Haiyan Zhao, Jia Li, Xiancai Chen, Linyu Li, Chongyang Tao
Understand the Implication: Learning to Think for Pragmatic Understanding
Settaluri Lakshmi Sravanthi, Kishan Maharaj, Sravani Gunnu, Abhijit Mishra, Pushpak Bhattacharyya
Source Attribution for Large Language Model-Generated Data
Xinyang Lu, Jingtan Wang, Zitong Zhao, Zhongxiang Dai, Chuan-Sheng Foo, See-Kiong Ng, Bryan Kian Hsiang Low
Dense Retrieval with Quantity Comparison Intent
Prayas Agrawal, Nandeesh Kumar K M, Muthusamy Chelliah, Surender Kumar, Soumen Chakrabarti
Reflection on Knowledge Graph for Large Language Models Reasoning
Yigeng Zhou, Wu Li, Yifan Lu, Jing Li, Fangming Liu, Meishan Zhang, Yequan Wang, Daojing He, Honghai LIU, Min Zhang
Revisiting 3D LLM Benchmarks: Are We Really Testing 3D Capabilities?
Jiahe Jin, Yanheng He, Mingyan Yang
DIESEL - Dynamic Inference-Guidance via Evasion of Semantic Embeddings in LLMs
Ben Ganon, Alon Zolfi, Omer Hofman, Inderjeet Singh, Hisashi Kojima, Yuval Elovici, Asaf Shabtai
Toward Structured Knowledge Reasoning: Contrastive Retrieval-Augmented Generation on Experience
Jiawei Gu, Ziting Xian, Yuanzhen Xie, Ye Liu, Enjie Liu, Ruichao Zhong, Mochi Gao, Yunzhi Tan, Bo Hu, Zang Li
Structured Pruning for Diverse Best-of-$N$ Reasoning Optimization
Hieu Trung Nguyen, Bao Nguyen, Viet Anh Nguyen
RAND: Disrupting Adversarial Synchronization in Transformers via Redundancy-Aware Noise Defense
Lian Duan, Hanzhang Wang, Yuchun Fang
PodAgent: A Comprehensive Framework for Podcast Generation
Yujia Xiao, Lei He, Haohan Guo, Feng-Long Xie, Tan Lee
STORM-BORN: A Challenging Mathematical Derivations Dataset Curated via a Human-in-the-Loop Multi-Agent Framework
Wenhao Liu, Zhenyi Lu, Xinyu Hu, Jerry Zhang, Dailin Li, Jiacheng Cen, Huilin Cao, Haiteng Wang, Yuhan Li, XIE KUN, Dandan Li, Pei Zhang, Chengbo Zhang, Yuxiang Ren, Xiaohong Huang, Yan Ma
iMOVE : Instance-Motion-Aware Video Understanding
Jiaze Li, Yaya Shi, Zongyang Ma, Haoran Xu, cheng.feng, Huihui Xiao, Ruiwen Kang, Fan Yang, Tingting Gao, Di ZHANG
SceneGram: Conceptualizing and Describing Tangrams in Scene Context
Simeon Junker, Sina Zarrieß
Relevant or Random: Can LLMs Truly Perform Analogical Reasoning?
Chengwei Qin, Wenhan Xia, Tan Wang, Fangkai Jiao, Yuchen Hu, Bosheng Ding, Ruirui Chen, Shafiq Joty
MERIT: Multi-Agent Collaboration for Unsupervised Time Series Representation Learning
Shu Zhou, Yunyang Xuan, Yuxuan Ao, Xin Wang, Tao Fan, Hao Wang
JsonTuning: Towards Generalizable, Robust, and Controllable Instruction Tuning
Chang Gao, Wenxuan Zhang, Guizhen Chen, Wai Lam
RedundancyLens: Revealing and Exploiting Visual Token Processing Redundancy for Efficient Decoder-Only MLLMs
Hongliang Li, Jiaxin Zhang, Wenhui Liao, Dezhi Peng, Kai Ding, Lianwen Jin
Memory-augmented Query Reconstruction for LLM-based Knowledge Graph Reasoning
Mufan Xu, Gewen Liang, Kehai Chen, wei wang, Xun Zhou, Muyun Yang, Tiejun Zhao, Min Zhang
KaFT: Knowledge-aware Fine-tuning for Boosting LLMs’ Domain-specific Question-Answering Performance
Qihuang Zhong, Liang Ding, Xiantao Cai, Juhua Liu, Bo Du, Dacheng Tao
Are Multimodal Large Language Models Pragmatically Competent Listeners in Simple Reference Resolution Tasks?
Simeon Junker, Manar Ali, Larissa Koch, Sina Zarrieß, Hendrik Buschmeier
Removing Prompt-template Bias in Reinforcement Learning from Human Feedback
Chaojie Wang, Haonan shi, Long Tian, Bo An, Shuicheng YAN
Latent Distribution Decouple for Uncertain-Aware Multimodal Multi-label Emotion Recognition
Jingwang Huang, Jiang Zhong, Qin Lei, gaojinpeng, ymyang, Sirui Wang, PeiguangLi, kaiwen wei
Are LLMs Rational Investors? A Study on the Financial Bias in LLMs
Yuhang Zhou, Yuchen Ni, Zhiheng Xi, Zhangyue Yin, Yu He, Gan Yunhui, Xiang Liu, Zhang Jian, Sen Liu, Xipeng Qiu, Yixin Cao, Guangnan Ye, Hongfeng Chai
Seeing What Tastes Good: Revisiting Multimodal Distributional Semantics in the Billion Parameter Era
Dan Oneata, Desmond Elliott, Stella Frank
Communication-Efficient and Tensorized Federated Fine-Tuning of Large Language Models
Sajjad Ghiasvand, Yifan Yang, Zhiyu Xue, Mahnoosh Alizadeh, Zheng Zhang, Ramtin Pedarsani
A rebuttal of two common deflationary stances against LLM cognition
Zak Hussain, Rui Mata, Dirk U. Wulff
COVER: Context-Driven Over-Refusal Verification in LLMs
Giovanni Sullutrone, Riccardo A. Vigliermo, Sonia Bergamaschi, Luca Sala
MOSAIC: Multiple Observers Spotting AI Content
Matthieu Dubois, François Yvon, Pablo Piantanida
GUIDEX: Guided Synthetic Data Generation for Zero-Shot Information Extraction
Neil De La Fuente, Oscar Sainz, Iker García-Ferrero, Eneko Agirre
Do Large Language Models Represent the People? A Systematic Literature Review on the Demographic Representativeness of Large Language Models
Indira Sen, Marlene Lutz, Elisa Rogers, David Garcia, Markus Strohmaier
LlamaV-o1: Rethinking Step-by-step Visual Reasoning in LLMs
Omkar Thawakar, Dinura Dissanayake, Ketan Pravin More, Ritesh Thawkar, Ahmed Heakl, Noor Ahsan, Yuhao Li, Ilmuz Zaman Mohammed Zumri, Jean Lahoud, Rao Muhammad Anwer, Hisham Cholakkal, Ivan Laptev, Mubarak Shah, Fahad Shahbaz Khan, Salman Khan
Burn After Reading: Do Multimodal Large Language Models Truly Capture Order of Events in Image Sequences?
Yingjin Song, Yupei Du, Denis Paperno, Albert Gatt
Full-Step-DPO: Self-Supervised Preference Optimization with Step-wise Rewards for Mathematical Reasoning
Huimin Xu, Xin Mao, Feng-Lin Li, Xiaobao Wu, WANG CHEN, Wei Zhang, Anh Tuan Luu
Do Emotions Really Affect Argument Convincingness? A Dynamic Approach with LLM-based Manipulation Checks
Yanran Chen, Steffen Eger
SCOPE: Compress Mathematical Reasoning Steps for Efficient Automated Process Annotation
Huimin Xu, Xin Mao, Feng-Lin Li, Xiaobao Wu, WANG CHEN, Wei Zhang, Anh Tuan Luu
Compositional Syntactico-SemBanking for English as a Second or Foreign Language
Wenxi Li, Xihao Wang, Weiwei Sun
Semantics-aware prompting for translating NOtices To AirMen
Minal Nitin Dani, Aishwarya Maheswaran, Maunendra Sankar Desarkar
Stereotype or Personalization? User Identity Biases Chatbot Recommendations
Anjali Kantharuban, Jeremiah Milbauer, Maarten Sap, Emma Strubell, Graham Neubig
Automated main concept generation for narrative discourse assessment in aphasia
Ankita Gupta, Marisa Hudspeth, Jacquie Kurland, Brendan O’Connor
Can VLMs Actually See and Read? A Survey on Modality Collapse in Vision-Language Models
Mong Yuan Sim, Wei Emma Zhang, Xiang Dai, Biaoyan Fang
“You are Beautiful, Body Image Stereotypes are Ugly!” BIStereo: A Benchmark to Measure Body Image Stereotypes in Language Models
Narjis Asad, Nihar Ranjan Sahoo, Rudra Murthy, Swaprava Nath, Pushpak Bhattacharyya
Retrieval Models Aren’t Tool-Savvy: Benchmarking Tool Retrieval for Large Language Models
Zhengliang Shi, Yuhan Wang, Lingyong Yan, Pengjie Ren, Shuaiqiang Wang, Dawei Yin, Zhaochun Ren
FINECITE: A Novel Approach on Fine-Grained Citation Context Analysis
Lasse M. Jantsch, Dong-Jae Koh, Seonghwan Yoon, Jisu Lee, Anne Lauscher, Young-Kyoon Suh
Decoupling Reasoning and Knowledge Injection for In-Context Editing
Changyue Wang, Weihang Su, Qingyao Ai, Yujia Zhou, Yiqun LIU
Entrospect: Information-Theoretic Self-Reflection Elicits Better Response Refinement of Small Language Models
Tianqiang Yan, Ziqiao Lin, Zhenglong Sun, Lin Zhang, Yuan Gao
An Iterative Repair Approach for Few-shot Transfer in KBQA with Unanswerability
Riya Sawhney, Samrat Yadav, Indrajit Bhattacharya, Mausam
Safeguarding RAG Pipelines with GMTP: A Gradient-based Masked Token Probability Method for Poisoned Document Detection
San Kim, Jonghwi Kim, Yejin Jeon, Gary Lee
EnSToM: Enhancing Dialogue Systems with Entropy-Scaled Steering Vectors for Topic Maintenance
Heejae Suh, Yejin Jeon, Deokhyung Kang, Taehee Park, Yejin Min, Gary Lee
MultiTEND: A Multilingual Benchmark for Natural Language to NoSQL Query Translation
Zhiqian Qin, Yuanfeng SONG, Jinwei Lu, Yuanwei SONG, Shuaimin Li, Chen Jason Zhang
Tool learning via Inference-time Scaling and Cycle Verifier
xiaobo liang, Wenjin Xie, Juntao Li, Wanfu Wang, Yibin Chen, Kehai Chen, Min Zhang
When Benchmarks Talk: Re-Evaluating Code LLMs with Interactive Feedback
Jane Pan, Ryan Shar, Jacob Pfau, Ameet Talwalkar, He He, Valerie Chen
Reranking-based Generation for Unbiased Perspective Summarization
Narutatsu Ri, Nicholas Deas, Kathleen McKeown
KARPA: A Training-free Method of Adapting Knowledge Graph as References for Large Language Model’s Reasoning Path Aggregation
Siyuan Fang, Kaijing Ma, Tianyu Zheng, Xeron Du, Ningxuan Lu, Ge Zhang, Qingkun Tang
Enhancing LLM-based Hatred and Toxicity Detection with Meta-Toxic Knowledge Graph
Yibo Zhao, Jiapeng Zhu, Can Xu, Yao Liu, Xiang Li
Mixture-of-Personas Language Models for Population Simulation
Ngoc Bui, Hieu Trung Nguyen, Shantanu Kumar, Julian Theodore, Weikang Qiu, Viet Anh Nguyen, Rex Ying
ClusComp: A Simple Paradigm for Model Compression and Efficient Finetuning
Baohao Liao, Christian Herold, Seyyed Hadi Hashemi, Stefan Vasilev, Shahram Khadivi, Christof Monz
Aspect-Aware Decomposition for Opinion Summarization
Miao Li, Jey Han Lau, Eduard Hovy, Mirella Lapata
Token-Budget-Aware LLM Reasoning
Tingxu Han, Zhenting Wang, Chunrong Fang, Shiyu Zhao, Shiqing Ma, Zhenyu Chen
HATA: Trainable and Hardware-Efficient Hash-Aware Top-$k$ Attention for Scalable Large Model Inference
Ping Gong, Jiawei Yi, Shengnan Wang, Juncheng Zhang, Zewen Jin, Ouxiang Zhou, Ruibo Liu, Guanbin Xu, Youhui Bai, Bowen Ye, Kun Yuan, Tong Yang, Gong Zhang, Renhai Chen, Feng Wu, Cheng Li
Answer When Needed, Forget When Not: Language Models Pretend to Forget via In-Context Knowledge Unlearning
Shota Takashiro, Takeshi Kojima, Andrew Gambardella, Qi Cao, Yusuke Iwasawa, Yutaka Matsuo
LIST: Linearly Incremental SQL Translator for Single-Hop Reasoning, Generation and Verification
Kaiyuan Guan, Ruoxin Li, Xudong Guo, Zhenning Huang, Xudong Weng, Hehuan Liu, Zheng Wei, Zang Li
MAGI: Multi-Agent Guided Interview for Psychiatric Assessment
Guanqun Bi, Zhuang Chen, Zhoufu Liu, Hongkai Wang, Xiyao Xiao, Yuqiang Xie, Wen Zhang, Yongkang Huang, Yuxuan Chen, Libiao Peng, Minlie Huang
TituLLMs: A Family of Bangla LLMs with Comprehensive Benchmarking
Shahriar Kabir Nahin, Rabindra Nath Nandi, Sagor Sarker, Quazi Sarwar Muhtaseem, Md Kowsher, Apu Chandraw Shill, Md Ibrahim, Mehadi Hasan Menon, Tareq Al Muntasir, Firoj Alam
WikiMixQA: A Multimodal Benchmark for Question Answering over Tables and Charts
Negar Foroutan, Angelika Romanou, Matin Ansaripour, Julian Martin Eisenschlos, Karl Aberer, Rémi Lebret
Let’s Fuse Step by Step: Generative Fusion Decoding Algorithm with LLMs to Enhance Speech Recognition and Text Image Recognition
Chan-Jan Hsu, Yi-Chang Chen, FengTing Liao, Pei-Chen Ho, Yu-Hsiang Wang, Po-Chun Hsu, Da-shan Shiu
HPSS: Heuristic Prompting Strategy Search for LLM Evaluators
Bosi Wen, Pei Ke, Yufei Sun, Cunxiang Wang, Xiaotao Gu, Jinfeng Zhou, Jie Tang, Hongning Wang, Minlie Huang
A Fully Generative Motivational Interviewing Counsellor Chatbot for Moving Smokers Towards the Decision to Quit
Zafarullah Mahmood, Soliman Ali, Jiading Zhu, Mohamed Abdelwahab, Michelle Yu Collins, Sihan Chen, Yi Cheng Zhao, Jodi Wolff, Osnat C. Melamed, Nadia Minian, Marta Maslej, Carolynne Cooper, Matt Ratto, Peter Selby, Jonathan Rose
LegalCore: A Dataset for Event Coreference Resolution in Legal Documents
Kangda Wei, Xi Shi, Jonathan Tong, Sai Ramana Reddy, Anandhavelu Natarajan, Rajiv Jain, Aparna Garimella, Ruihong Huang
Rectifying Belief Space via Unlearning to Harness LLMs’ Reasoning
Ayana Niwa, Masahiro Kaneko, Kentaro Inui
MemeDetoxNet: Balancing Toxicity Reduction and Context Preservation
Gitanjali Kumari, Jitendra solanki, Asif Ekbal
Should I Trust You? Detecting Deception in Negotiations using Counterfactual RL
Wichayaporn Wongkamjan, Yanze Wang, Feng Gu, Denis Peskoff, Jonathan K. Kummerfeld, Jonathan May, Jordan Lee Boyd-Graber
Multi-matrix Factorization Attention
Jingcheng Hu, Houyi Li, Yinmin Zhang, Zili Wang, Shuigeng Zhou, Xiangyu Zhang, Heung-Yeung Shum
Self-Training Elicits Concise Reasoning in Large Language Models
Tergel Munkhbat, Namgyu Ho, Seo Hyun Kim, Yongjin Yang, Yujin Kim, Se-Young Yun
Reason from Future: Reverse Thought Chain Enhances LLM Reasoning
Yinlong Xu, Yanzhao Zheng, Shuoshuo Sun, Shuaihan Huang, Baohua Dong, Zhu Hangcheng, Ruohui Huang, Gang Yu, Hongxia Xu, Jian Wu
LLMs as Planning Modelers: A Survey for Leveraging Large Language Models to Construct Automated Planning Models
Marcus Tantakoun, Christian Muise, Xiaodan Zhu
From Conversation to Automation: Leveraging LLMs for Problem-Solving Therapy Analysis
Elham Aghakhani, Lu Wang, Karla T. Washington, George Demiris, Jina Huh-Yoo, Rezvaneh Rezapour
Revisiting Self-Consistency from Dynamic Distributional Alignment Perspective on Answer Aggregation
Yiwei Li, Ji Zhang, Shaoxiong Feng, Peiwen Yuan, Xinglin Wang, Jiayi Shi, Yueqi Zhang, Chuyi Tan, Boyuan Pan, Yao Hu, Kan Li
Don’t Say No: Jailbreaking LLM by Suppressing Refusal
Yukai Zhou, Jian Lou, Zhijie Huang, Zhan Qin, Sibei Yang, Wenjie Wang
From Perception to Reasoning: Enhancing Vision-Language Models for Mobile UI Understanding
Settaluri Lakshmi Sravanthi, Ankit Mishra, Debjyoti Mondal, Subhadarshi Panda, Rituraj Singh, Pushpak Bhattacharyya
Lemmas Matter, But Not Like That: Predictors of Lemma-Based Generalization in Morphological Inflection
Sarah Ruth Brogden Payne, Jordan Kodner
Mosaic-IT: Cost-Free Compositional Data Synthesis for Instruction Tuning
Ming Li, Pei Chen, Chenguang Wang, Hongyu Zhao, Yijun Liang, YuPeng Hou, Fuxiao Liu, Tianyi Zhou
MAM: Modular Multi-Agent Framework for Multi-Modal Medical Diagnosis via Role-Specialized Collaboration
Yucheng Zhou, Lingran Song, Jianbing Shen
ATLAS: Agent Tuning via Learning Critical Steps
Zhixun Chen, Ming Li, Yuxuan Huang, Yali Du, Meng Fang, Tianyi Zhou
TagGen: Enforcing Syntactic Structures with Tag-Based Control
Vicky Xefteri, Afra Amini, Tim Vieira, Ryan Cotterell
Small Models Struggle to Learn from Strong Reasoners
Yuetai Li, Xiang Yue, Zhangchen Xu, Fengqing Jiang, Luyao Niu, Bill Yuchen Lin, Bhaskar Ramasubramanian, Radha Poovendran
Sparse Rewards Can Self-Train Dialogue Agents
Barrett Martin Lattimer, Varun Prashant Gangal, Ryan McDonald, Yi Yang
REUBEN: REsampling-based Uncertainty Bounds for Evaluating NLP
Jonne Sälevä, Duygu Ataman, Constantine Lignos
Almost AI, Almost Human: The Challenge of Detecting AI-Polished Writing
Shoumik Saha, Soheil Feizi
When AI Writes Like Humans: Capturing the Emergent Patterns of Literary Judgment via Intrinsic Textual Metrics
Guillermo Marco, Julio Gonzalo, Víctor Fresno, Juan-Luis Suárez
Summary Factual Inconsistency Detection Based on LLMs Enhanced by Universal Information Extraction
Anguo Li, Lei Yu
ELI-Why: Evaluating the Pedagogical Utility of LLM Explanations
Brihi Joshi, Keyu He, Sahana Ramnath, Sadra Sabouri, Kaitlyn Zhou, Souti Chattopadhyay, Swabha Swayamdipta, Xiang Ren
Beyond Generation: Leveraging LLM Creativity to Overcome Label Bias in Classification
Xiaoyue Wang, Xin Liu
CogSteer: Cognition-Inspired Selective Layer Intervention for Efficiently Steering Large Language Models
Xintong Wang, Jingheng Pan, Liang Ding, Longyue Wang, Longqin Jiang, Xingshan Li, Chris Biemann
PASTEL : Polarity-Aware Sentiment Triplet Extraction with LLM-as-a-Judge
Aaditya Bodke, Avinoor Singh Kohli, Hemant Subhash Pardeshi, Prathamesh Bhosale
COSMIC: Generalized Refusal Identification in LLM Activations
Vincent Siu, Nicholas Crispino, Zihao Yu, Sam Pan, Zhun Wang, Yang Liu, Dawn Song, Chenguang Wang
Red Queen: Exposing Latent Multi-Turn Risks in Large Language Models
Yifan Jiang, Kriti Aggarwal, Tanmay Laud, Kashif Munir, Jay Pujara, Subhabrata Mukherjee
MDBench: A Synthetic Multi-Document Reasoning Benchmark Generated with Knowledge Guidance
Joseph J Peper, Wenzhao Qiu, Ali Payani, Lu Wang
DiaLLM: EHR-Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction
Weijieying Ren, Tianxiang Zhao, Lei Wang, Tianchun Wang, Vasant G Honavar
Can Hallucination Correction Improve Video-Language Alignment?
Lingjun Zhao, Mingyang Xie, Paola Cascante-Bonilla, Hal Daumé III, Kwonjoon Lee
IMPARA-GED: Grammatical Error Detection is Boosting Reference-free Grammatical Error Quality Estimator
Yusuke Sakai, Takumi Goto, Taro Watanabe
Do Language Models Mirror Human Confidence? Exploring Psychological Insights to Address Overconfidence in LLMs
Chenjun Xu, Bingbing Wen, Bin HAN, Robert Wolfe, Lucy Lu Wang, Bill Howe
Why Multi-Interest Fairness Matters: Hypergraph Contrastive Multi-Interest Learning for Fair Conversational Recommender System
Yongsen Zheng, Zongxuan Xie, Guohua Wang, Ziyao Liu, Liang Lin, Kwok-Yan Lam
Cautious Next Token Prediction
Yizhou Wang, Lingzhi Zhang, Yue Bai, Mang Tik Chiu, Zhengmian Hu, Mingyuan Zhang, Qihua Dong, Yu Yin, Sohrab Amirghodsi, Yun Fu
Reasoning with Graphs: Structuring Implicit Knowledge to Enhance LLMs Reasoning
Haoyu Han, Yaochen Xie, Hui Liu, Xianfeng Tang, Sreyashi Nag, William Headden, Yang Li, Chen Luo, Shuiwang Ji, Qi He, Jiliang Tang
Enhancing Medical Dialogue Generation through Knowledge Refinement and Dynamic Prompt Adjustment
Hongda Sun, Jiaren Peng, Wenzhong Yang, Liang He, Bo Du, Rui Yan
Feature-Level Insights into Artificial Text Detection with Sparse Autoencoders
Kristian Kuznetsov, Laida Kushnareva, Anton Razzhigaev, Polina Druzhinina, Anastasia Voznyuk, Irina Piontkovskaya, Evgeny Burnaev, Serguei Barannikov
Low-Resource Grammatical Error Correction: Selective Data Augmentation with Round-Trip Machine Translation
Frank Palma Gomez, Alla Rozovskaya
Just Put a Human in the Loop? Investigating LLM-Assisted Annotation for Subjective Tasks
Hope Schroeder, Deb Roy, Jad Kabbara
Research Community Perspectives on “Intelligence” and Large Language Models
Bertram Højer, Terne Sasha Thorn Jakobsen, Anna Rogers, Stefan Heinrich
ACLED-DS: A Large Multilingual Expert-Annotated Event Dataset for the Real World
Sina Semnani, Pingyue Zhang, Wanyue Zhai, Haozhuo Li, Ryan Beauchamp, Trey Billing, Katayoun Kishi, Manling Li, Monica Lam
Benchmarking and Improving New Knowledge Acquisition during Continued Pre-training
Aochong Oliver Li, Tanya Goyal
CourtEval: A Courtroom-Based Multi-Agent Evaluation Framework
Sandeep Kumar, Abhijit A Nargund, Vivek Sridhar
Multilingual Definition Modeling
Edison Marrese-Taylor, Erica K. Shimomoto, A. Solano, Enrique Reid
Human Bias in the Face of AI: The Role of Human Judgement in AI Generated Text Evaluation
Tiffany Zhu, Iain Weissburg, Kexun Zhang, William Yang Wang
Redundancy, Isotropy, and Intrinsic Dimensionality of Prompt-based Text Embeddings
Hayato Tsukagoshi, Ryohei Sasano
Harnessing Whisper for Prosodic Stress Analysis
Samuel S. Sohn, Sten Knutsen, Karin Stromswold
Can You Share Your Story? Modeling Clients’ Metacognition and Openness for LLM Therapist Evaluation
Minju Kim, Dongje Yoo, Yeonjun Hwang, Minseok Kang, Namyoung Kim, Minju Gwak, Beong-woo Kwak, Hyungjoo Chae, Harim Kim, Yunjoong Lee, Min Hee Kim, Dayi jung, Kyong-Mee Chung, Jinyoung Yeo
Dictionaries to the Rescue: Cross-Lingual Vocabulary Transfer for Low-Resource Languages Using Bilingual Dictionaries
Haruki Sakajo, Yusuke Ide, Justin Vasselli, Yusuke Sakai, Yingtao Tian, Hidetaka Kamigaito, Taro Watanabe
GradNormIR: When Should We Update the Dense Retriever in Evolving Corpora?
Dayoon Ko, Jinyoung Kim, Sohyeon Kim, Jinhyuk Kim, Jaehoon Lee, Seonghak Song, Minyoung Lee, Gunhee Kim
The Million Authors Corpus: A Cross-Lingual and Cross-Domain Wikipedia Dataset for Authorship Verification
Abraham Israeli, Shuai Liu, Jonathan May, David Jurgens
BridG MT: Enhancing LLMs’ Machine Translation Capabilities with Sentence Bridging and Gradual MT
Seungwoo Choi, Gahyun Yoo, Jay-Yoon Lee
Text2World: Benchmarking Large Language Models for Symbolic World Model Generation
Mengkang Hu, Tianxing Chen, Yude Zou, Yuheng Lei, Qiguang Chen, Ming Li, Yao Mu, Hongyuan Zhang, Wenqi Shao, Ping Luo
Shiny Inputs, Shiny Outputs? Unveiling the Halo Effect in MultiModal LLMs
Kyusik Kim, Jeongwoo Ryu, Hyeonseok Jeon, Bongwon Suh
CoT-UQ: Improving Response-wise Uncertainty Quantification in LLMs with Chain-of-Thought
Boxuan Zhang, Ruqi Zhang
ADO: Automatic Data Optimization for Inputs in LLM Prompts
Sam Lin, Wenyue Hua, Lingyao Li, Zhenting Wang, Yongfeng Zhang
Large Language Models Still Exhibit Bias in Long Text
Wonje Jeung, Dongjae Jeon, Ashkan Yousefpour, Jonghyun Choi
Do Vision-Language Models Have Internal World Models? Towards an Atomic Evaluation
Qiyue Gao, Xinyu Pi, Kevin Liu, Junrong Chen, Ruolan Yang, Xinqi Huang, Xinyu Fang, Lu Sun, Gautham Kishore, Bo Ai, Stone Tao, Mengyang Liu, Jiaxi Yang, Chao-Jung Lai, Chuanyang Jin, Jiannan Xiang, Benhao Huang, Zeming Chen, David Danks, Hao Su, Tianmin Shu, Ziqiao Ma, Lianhui Qin, Zhiting Hu
Protecting Users From Themselves: Safeguarding Contextual Privacy in Interactions with Conversational Agents
Ivoline C. Ngong, Swanand Ravindra Kadhe, Hao Wang, Keerthiram Murugesan, Justin D. Weisz, Amit Dhurandhar, Karthikeyan Natesan Ramamurthy
Enhancing Persona Consistency for LLMs’ Role-Playing using Persona-Aware Contrastive Learning
Ke Ji, Yixin Lian, Linxu Li, Jingsheng Gao, Weiyuan Li, Bin Dai
M$^{2}$-TabFact: Multi-Document Multi-Modal Fact Verification with Visual and Textual Representations of Tabular Data
Mingyang Zhou, Lingyu Zhang, Sophia Horng, Maximillian Chen, Kung-Hsiang Huang, Shih-Fu Chang
Fuzzy Speculative Decoding for a Tunable Accuracy-Runtime Tradeoff
Maximilian Holsman, Yukun Huang, Bhuwan Dhingra
PLAY2PROMPT: Zero-shot Tool Instruction Optimization for LLM Agents via Tool Play
Wei Fang, Yang Zhang, Kaizhi Qian, James R. Glass, Yada Zhu
Towards the Pedagogical Steering of Large Language Models for Tutoring: A Case Study with Modeling Productive Failure
Romain Puech, Jakub Macina, Julia Chatain, Mrinmaya Sachan, Manu Kapur
Spotting Out-of-Character Behavior: Atomic-Level Evaluation of Persona Fidelity in Open-Ended Generation
Jisu Shin, Juhyun Oh, Eunsu Kim, Hoyun Song, Alice Oh
What Language Do Non-English-Centric Large Language Models Think in?
Chengzhi Zhong, Qianying Liu, Fei Cheng, Junfeng Jiang, Zhen Wan, Chenhui Chu, Yugo Murawaki, Sadao Kurohashi
$T^5Score$: A Methodology for Automatically Assessing the Quality of LLM Generated Multi-Document Topic Sets
Itamar Trainin, Omri Abend
Uncertainty Aware Contrastive Decoding
Hakyung Lee, Subeen Park, JOOWANG KIM, Sungjun Lim, Kyungwoo Song
GEMS: Generation-Based Event Argument Extraction via Multi-perspective Prompts and Ontology Steering
Run Lin, Yao Liu, Yanglei Gan, Yuxiang Cai, Tian Lan, Qiao Liu
RomanLens: The Role Of Latent Romanization In Multilinguality In LLMs
Alan Saji, Jaavid Aktar Husain, Thanmay Jayakumar, Raj Dabre, Anoop Kunchukuttan, Ratish Puduppully
7 Points to Tsinghua but 10 Points to 清华? Assessing Large Language Models in Agentic Multilingual National Bias
Qianying Liu, Katrina Qiyao Wang, Fei Cheng, Sadao Kurohashi
V-HATE: Voting-based Implicit Hate Speech Detection
Yejin Lee, Hyeseon Ahn, Yo-Sub Han
Search-in-Context: Efficient Multi-Hop QA over Long Contexts via Monte Carlo Tree Search with Dynamic KV Retrieval
Jiabei Chen, Guang Liu, Shizhu He, Kun Luo, Yao Xu, Jun Zhao, Kang Liu
LLM-as-an-Interviewer: Beyond Static Testing Through Dynamic LLM Evaluation
Eunsu Kim, Juyoung Suk, Seungone Kim, Niklas Muennighoff, Dongkwan Kim, Alice Oh
IntentionESC: An Intention-Centered Framework for Enhancing Emotional Support in Dialogue Systems
Xinjie Zhang, Wenxuan Wang, Qin Jin
Beyond Context to Cognitive Appraisal: Emotion Reasoning as a Theory of Mind Benchmark for Large Language Models
Gerard Christopher Yeo, Kokil Jaidka
CSTRL: Context-Driven Sequential Transfer Learning for Abstractive Radiology Report Summarization
Mst. Fahmida Sultana Naznin, Adnan Ibney Faruq, Mostafa Rifat Tazwar, Md Jobayer, Md. Mehedi Hasan Shawon, Md Rakibul Hasan
Rethinking Prompt-based Debiasing in Large Language Model
Xinyi Yang, Runzhe Zhan, Shu Yang, Junchao Wu, Lidia S. Chao, Derek F. Wong
Exploring In-context Example Generation for Machine Translation
Dohyun Lee, Seungil Chad Lee, Chanwoo Yang, Yujin Baek, Jaegul Choo
Knowledge Base Construction for Knowledge-Augmented Text-to-SQL
Jinheon Baek, Horst Samulowitz, Oktie Hassanzadeh, Dharmashankar Subramanian, Sola Shirai, Alfio Gliozzo, Debarun Bhattacharjya
NBDESCRIB: A Dataset for Text Description Generation from Tables and Code in Jupyter Notebooks with Guidelines
Xuye Liu, Tengfei Ma, Yimu Wang, Fengjie Wang, Jian Zhao
ECoRAG: Evidentiality-guided Compression for Long Context RAG
Yeonseok Jeong, Jinsu Kim, Dohyeon Lee, seung-won hwang
From Complexity to Clarity: AI/NLP’s Role in Regulatory Compliance
Jivitesh Jain, Nivedhitha Dhanasekaran, Mona T. Diab
EXPERT: An Explainable Image Captioning Evaluation Metric with Structured Explanations
Hyunjong Kim, Sangyeop Kim, Jongheon Jeong, Yeongjae Cho, Sungzoon Cho
Mind Your Theory: Theory of Mind Goes Deeper Than Reasoning
Eitan Wagner, Nitay Alon, Joseph M Barnby, Omri Abend
LLMs are Biased Evaluators But Not Biased for Retrieval Augmented Generation
Yen-Shan Chen, Jin Jing, Peng-Ting Kuo, Chao-Wei Huang, Yun-Nung Chen
Standard Quality Criteria Derived from Current NLP Evaluations for Guiding Evaluation Design and Grounding Comparability and AI Compliance Assessments
Anya Belz, Simon Mille, Craig Thomson
skLEP: A Slovak General Language Understanding Benchmark
Marek Suppa, Andrej Ridzik, Daniel Hládek, Tomáš Javůrek, Viktória Ondrejová, Kristína Sásiková, Martin Tamajka, Marian Simko
Can Vision Language Models Understand Mimes?
Hyundong Justin Cho, Spencer Lin, Tejas Srinivasan, Michael Saxon, Deuksin Kwon, Natali T. Chavez, Jonathan May
Training Language Model to Critique for Better Refinement
Tianshu Yu, Chao Xiang, mingchuan yang, Pei Ke, Bosi Wen, Cunxiang Wang, Jiale Cheng, Li Zhang, Xinyu Mu, Chuxiong Sun, Minlie Huang
Dynamic Task Vector Grouping for Efficient Multi-Task Prompt Tuning
Peiyi Zhang, Richong Zhang, Zhijie Nie, Ziqiao Wang
DICE-BENCH: Evaluating the Tool-Use Capabilities of Large Language Models in Multi-Round, Multi-Party Dialogues
Kyochul Jang, Donghyeon Lee, Kyusik Kim, Dongseok Heo, Taewhoo Lee, Woojeong Kim, Bongwon Suh
HASH-RAG: Bridging Deep Hashing with Retriever for Efficient, Fine Retrieval and Augmented Generation
Jinyu Guo, Xunlei Chen, Qiyang Xia, Zhaokun Wang, Jie Ou, Libo Qin, Shunyu Yao, Wenhong Tian
A Constrained Text Revision Agent via Iterative Planning and Searching
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Revisiting In-Context Learning with Long Context Language Models
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Rationalize and Align: Enhancing Writing Assistance with Rationale via Self-Training for Improved Alignment
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Accelerating Adaptive Retrieval Augmented Generation via Instruction-Driven Representation Reduction of Retrieval Overlaps
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Automated Fine-Grained Mixture-of-Experts Quantization
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