NAACL 2025

1,927 papers

Entity Pair-guided Relation Summarization and Retrieval in LLMs for Document-level Relation Extraction

Fu Zhang, Hongsen Yu, Jingwei Cheng, Huangming Xu

GRAIT: Gradient-Driven Refusal-Aware Instruction Tuning for Effective Hallucination Mitigation

Runchuan Zhu, Zinco Jiang, Jiang Wu, Zhipeng Ma, Jiahe Song

Evaluating Cultural and Social Awareness of LLM Web Agents

Haoyi Qiu, Alexander Fabbri, Divyansh Agarwal, Kung-Hsiang Huang, Sarah Tan

XAMPLER: Learning to Retrieve Cross-Lingual In-Context Examples

Peiqin Lin, Andre Martins, Hinrich Schuetze

ImaRA: An Imaginative Frame Augmented Method for Low-Resource Multimodal Metaphor Detection and Explanation

Yuan Tian, Minzheng Wang, Nan Xu, Wenji Mao

Vulnerability of Large Language Models to Output Prefix Jailbreaks: Impact of Positions on Safety

Yiwei Wang, Muhao Chen, Nanyun Peng, Kai-Wei Chang

TEaR: Improving LLM-based Machine Translation with Systematic Self-Refinement

Zhaopeng Feng, Yan Zhang, Hao Li, Bei Wu, Jiayu Liao

Improve Decoding Factuality by Token-wise Cross Layer Entropy of Large Language Models

Jialiang Wu, Yi Shen, Sijia Liu, Yi Tang, Sen Song

Lossless Acceleration of Large Language Models with Hierarchical Drafting based on Temporal Locality in Speculative Decoding

Sukmin Cho, Sangjin Choi, Taeho Hwang, Jeongyeon Seo, Soyeong Jeong

DDGIP: Radiology Report Generation Through Disease Description Graph and Informed Prompting

Chentao Huang, Guangli Li, Xinjiong Zhou, Yafeng Ren, Hongbin Zhang

Using Review Combination and Pseudo-Tokens for Aspect Sentiment Quad Prediction

Jiazhou Chen, Xu Jia, RuiQiang Guo

Improving Pre-trained Language Models with Knowledge Enhancement and Filtering Framework

Qi Zhao, Qi Song, Tian Xie, Haiyue Zhang, Hongyu Yang

SEP-MLDC: A Simple and Effective Paradigm for Multi-Label Document Classification

Han Liu, Shuqin Li, Xiaotong Zhang, Yuanyuan Wang, Feng Zhang

Huatuo-26M, a Large-scale Chinese Medical QA Dataset

Xidong Wang, Jianquan Li, Shunian Chen, Yuxuan Zhu, XiangBo Wu

Large Language Models are Easily Confused: A Quantitative Metric, Security Implications and Typological Analysis

Yiyi Chen, Qiongxiu Li, Russa Biswas, Johannes Bjerva

Towards Cross-Lingual Explanation of Artwork in Large-scale Vision Language Models

Shintaro Ozaki, Kazuki Hayashi, Yusuke Sakai, Hidetaka Kamigaito, Katsuhiko Hayashi

A Comprehensive Survey of Contemporary Arabic Sentiment Analysis: Methods, Challenges, and Future Directions

Zhiqiang Shi, Ruchit Agrawal

Thought2Text: Text Generation from EEG Signal using Large Language Models (LLMs)

Abhijit Mishra, Shreya Shukla, Jose Torres, Jacek Gwizdka, Shounak Roychowdhury

SWITCH: Studying with Teacher for Knowledge Distillation of Large Language Models

Jahyun Koo, Yerin Hwang, Yongil Kim, Taegwan Kang, Hyunkyung Bae

KnowAgent: Knowledge-Augmented Planning for LLM-Based Agents

YUQI ZHU, Shuofei Qiao, Yixin Ou, Shumin Deng, Shiwei Lyu

NTSEBENCH: Cognitive Reasoning Benchmark for Vision Language Models

Pranshu Pandya, Vatsal Gupta, Agney S Talwarr, Tushar Kataria, Dan Roth

CollabStory: Multi-LLM Collaborative Story Generation and Authorship Analysis

Saranya Venkatraman, Nafis Irtiza Tripto, Dongwon Lee

From Curiosity to Clarity : Exploring the Impact of Consecutive Why-Questions

Geonyeong Son, Jaeyoung Lee, Misuk Kim

GraPPI: A Retrieve-Divide-Solve GraphRAG Framework for Large-scale Protein-protein Interaction Exploration

Ziwen Li, Xiang Chen, Youngseung Jeon

When and How to Augment Your Input: Question Routing Helps Balance the Accuracy and Efficiency of Large Language Models

Shufan Chen, He Zheng, Lei Cui

FLEX: A Benchmark for Evaluating Robustness of Fairness in Large Language Models

DaHyun Jung, Seungyoon Lee, Hyeonseok Moon, Chanjun Park, Heuiseok Lim

Safe Inputs but Unsafe Output: Benchmarking Cross-modality Safety Alignment of Large Vision-Language Models

Siyin Wang, Xingsong Ye, Qinyuan Cheng, Junwen Duan, Shimin Li

TestEval: Benchmarking Large Language Models for Test Case Generation

Wenhan Wang, Chenyuan Yang, Zhijie Wang, Yuheng Huang, Zhaoyang Chu

SynGhost: Invisible and Universal Task-agnostic Backdoor Attack via Syntactic Transfer

Pengzhou Cheng, Wei Du, Zongru Wu, Fengwei Zhang, Libo Chen

Taxonomy and Analysis of Sensitive User Queries in Generative AI Search System

Hwiyeol Jo, Taiwoo Park, Hyunwoo Lee, Nayoung Choi, Changbong Kim

Verifiable Format Control for Large Language Model Generations

Zhaoyang Wang, Jinqi Jiang, Huichi Zhou, Wenhao Zheng, Xuchao Zhang

Concise and Organized Perception Facilitates Reasoning in Large Language Models

Junjie Liu, Shaotian Yan, Chen Shen, Zhengdong Xiao, Liang Xie

Mitigating Hallucinations in Multimodal Spatial Relations through Constraint-Aware Prompting

Jiarui Wu, Zhuo Liu, Hangfeng He

Multilingual Blending: Large Language Model Safety Alignment Evaluation with Language Mixture

Jiayang Song, Yuheng Huang, Zhehua Zhou, Lei Ma

Investigating the Transferability of Code Repair for Low-Resource Programming Languages

Kyle Wong, Alfonso Amayuelas, Liangming Pan, William Yang Wang

Temporal Working Memory: Query-Guided Segment Refinement for Enhanced Multimodal Understanding

Xingjian Diao, Chunhui Zhang, Weiyi Wu, Zhongyu Ouyang, Peijun Qing

FACT: Examining the Effectiveness of Iterative Context Rewriting for Multi-fact Retrieval

Jinlin Wang, Suyuchen Wang, Ziwen Xia, Sirui Hong, Yun Zhu

RATSD: Retrieval Augmented Truthfulness Stance Detection from Social Media Posts Toward Factual Claims

Zhengyuan Zhu, Zeyu Zhang, Haiqi Zhang, Chengkai Li

Challenges in Trustworthy Human Evaluation of Chatbots

Wenting Zhao, Alexander M Rush, Tanya Goyal

Efficient Annotator Reliability Assessment and Sample Weighting for Knowledge-Based Misinformation Detection on Social Media

Owen Cook, Charlie Grimshaw, Ben Peng Wu, Sophie Dillon, Jack Hicks

Continuous Speech Tokenizer in Text To Speech

Yixing Li, Ruobing Xie, Xingwu Sun, Yu Cheng, Zhanhui Kang

Unlocking the Planning Capabilities of Large Language Models with Maximum Diversity Fine-tuning

Wenjun Li, Changyu CHEN, Pradeep Varakantham

Extracting Military Event Temporal Relations via Relative Event Time Prediction and Virtual Adversarial Training

Jie Gong, Qiwang Hu

Probing-RAG: Self-Probing to Guide Language Models in Selective Document Retrieval

Ingeol Baek, Hwan Chang, Byeongjeong Kim, Jimin Lee, Hwanhee Lee

A Practical Method for Generating String Counterfactuals

Matan Avitan, Ryan Cotterell, Yoav Goldberg, Shauli Ravfogel

Atoxia: Red-teaming Large Language Models with Target Toxic Answers

Yuhao Du, Zhuo Li, Pengyu Cheng, Xiang Wan, Anningzhe Gao

Thank You, Stingray: Multilingual Large Language Models Can Not (Yet) Disambiguate Cross-Lingual Word Senses

Samuel Cahyawijaya, Ruochen Zhang, Jan Christian Blaise Cruz, Holy Lovenia, Elisa Gilbert

Multi-Condition Guided Diffusion Network for Multimodal Emotion Recognition in Conversation

Wenjin Tian, Xianying Huang, Shihao Zou

CodeRAG-Bench: Can Retrieval Augment Code Generation?

Zora Zhiruo Wang, Akari Asai, Xinyan Velocity Yu, Frank F. Xu, Yiqing Xie

Untangling Hate Speech Definitions: A Semantic Componential Analysis Across Cultures and Domains

Katerina Korre, Arianna Muti, Federico Ruggeri, Alberto Barrón-Cedeño

Task-wrapped Continual Learning in Task-Oriented Dialogue Systems

Min Zeng, Haiqin Yang, Xi Chen, Yike Guo

Emo3D: Metric and Benchmarking Dataset for 3D Facial Expression Generation from Emotion Description

Mahshid Dehghani, Amirahmad Shafiee, Ali Shafiei, Neda Fallah, Farahmand Alizadeh

Jailbreaking Prompt Attack: A Controllable Adversarial Attack against Diffusion Models

Jiachen Ma, Yijiang Li, Zhiqing Xiao, Anda Cao, Jie Zhang

VANE-Bench: Video Anomaly Evaluation Benchmark for Conversational LMMs

Hanan Gani, Rohit Bharadwaj, Muzammal Naseer, Fahad Shahbaz Khan, Salman Khan

Neuroplasticity and Corruption in Model Mechanisms: A Case Study Of Indirect Object Identification

Vishnu Kabir Chhabra, Ding Zhu, Mohammad Mahdi Khalili

Beyond Excess and Deficiency: Adaptive Length Bias Mitigation in Reward Models for RLHF

Yuyan Bu, Liangyu Huo, Yi Jing, Qing Yang

Language Modeling with Editable External Knowledge

Belinda Z. Li, Emmy Liu, Alexis Ross, Abbas Zeitoun, Graham Neubig

Overcoming both Domain Shift and Label Shift for Referring Video Segmentation

Hai Huang, Sashuai Zhou, Yan Xia

The Power of Bullet Lists: A Simple Yet Effective Prompting Approach to Enhancing Spatial Reasoning in Large Language Models

Ikhyun Cho, Changyeon Park, Julia Hockenmaier

FunnelRAG: A Coarse-to-Fine Progressive Retrieval Paradigm for RAG

Xinping Zhao, Yan Zhong, Zetian Sun, Xinshuo Hu, Zhenyu Liu

Plot2Code: A Comprehensive Benchmark for Evaluating Multi-modal Large Language Models in Code Generation from Scientific Plots

Chengyue Wu, Zhixuan Liang, Yixiao Ge, Qiushan Guo, Zeyu Lu

EgoSpeak: Learning When to Speak for Egocentric Conversational Agents in the Wild

Junhyeok Kim, Min Soo Kim, Jiwan Chung, Jungbin Cho, Jisoo Kim

DSQG-Syn: Synthesizing High-quality Data for Text-to-SQL Parsing by Domain Specific Question Generation

Shaoming Duan, Youxuan Wu, Chuanyi Liu, Yuhao Zhang, Zirui Wang

ASRank: Zero-Shot Re-Ranking with Answer Scent for Document Retrieval

Abdelrahman Abdallah, Jamshid Mozafari, Bhawna Piryani, Adam Jatowt

TrendSim: Simulating Trending Topics in Social Media Under Poisoning Attacks with LLM-based Multi-agent System

Zeyu Zhang, Jianxun Lian, Chen Ma, Yaning Qu, Ye Luo

Lessons from a User Experience Evaluation of NLP Interfaces

Eduardo Calò, Lydia Penkert, Saad Mahamood

FIRE: Fact-checking with Iterative Retrieval and Verification

Zhuohan Xie, Rui Xing, Yuxia Wang, Jiahui Geng, Hasan Iqbal

MIRAGE: A Metric-Intensive Benchmark for Retrieval-Augmented Generation Evaluation

Chanhee Park, Hyeonseok Moon, Chanjun Park, Heuiseok Lim

WaterSeeker: Pioneering Efficient Detection of Watermarked Segments in Large Documents

Leyi Pan, Aiwei Liu, Yijian Lu, Zitian Gao, Yichen Di

A Federated Framework for LLM-based Recommendation

Jujia Zhao, Wenjie Wang, Chen Xu, See-Kiong Ng, Tat-Seng Chua

MedEureka: A Medical Domain Benchmark for Multi-Granularity and Multi-Data-Type Embedding-Based Retrieval

Yongqi Fan, Nan Wang, Kui Xue, Jingping Liu, Tong Ruan

Towards Prompt Generalization: Grammar-aware Cross-Prompt Automated Essay Scoring

Heejin Do, Taehee Park, Sangwon Ryu, Gary Lee

CALM: Unleashing the Cross-Lingual Self-Aligning Ability of Language Model Question Answering

Yumeng Wang, Zhiyuan Fan, Qingyun Wang, Yi R. Fung, Heng Ji

Semi-supervised Fine-tuning for Large Language Models

Junyu Luo, Xiao Luo, Xiusi Chen, Zhiping Xiao, Wei Ju

PREMISE: Matching-based Prediction for Accurate Review Recommendation

Wei Han, Hui Chen, Soujanya Poria

Evaluating Self-Generated Documents for Enhancing Retrieval-Augmented Generation with Large Language Models

Jiatao Li, Xinyu Hu, Xunjian Yin, Xiaojun Wan

Supportiveness-based Knowledge Rewriting for Retrieval-augmented Language Modeling

Zile Qiao, Wei Ye, Yong Jiang, Tong Mo, Pengjun Xie

Advancing Persian LLM Evaluation

Sara Bourbour Hosseinbeigi, Behnam Rohani, Mostafa Masoudi, Mehrnoush Shamsfard, Zahra Saaberi

LLMs for Mathematical Modeling: Towards Bridging the Gap between Natural and Mathematical Languages

Xuhan Huang, Qingning Shen, Yan Hu, Anningzhe Gao, Benyou Wang

Enhancing the Prototype Network with Local-to-Global Optimization for Few-Shot Relation Extraction

Hui Sun, Rongxin Chen

What Is Missing in Multilingual Visual Reasoning and How to Fix It

Yueqi Song, Simran Khanuja, Graham Neubig

LSDC: An Efficient and Effective Large-Scale Data Compression Method for Supervised Fine-tuning of Large Language Models

Zhaoguang Long, Yuhao Zhou, Shangqing Zhao, Yupei Ren, Li Cai

Learning with Less: Knowledge Distillation from Large Language Models via Unlabeled Data

Juanhui Li, Sreyashi Nag, Hui LIU, Xianfeng Tang, Sheikh Muhammad Sarwar

INDIC QA BENCHMARK: A Multilingual Benchmark to Evaluate Question Answering capability of LLMs for Indic Languages

Abhishek Kumar Singh, Vishwajeet Kumar, Rudra Murthy, Jaydeep Sen, Ashish Mittal

Chain-of-Probe: Examining the Necessity and Accuracy of CoT Step-by-Step

Zezhong Wang, Xingshan Zeng, Weiwen Liu, Yufei Wang, Liangyou Li

COAST: Enhancing the Code Debugging Ability of LLMs through Communicative Agent Based Data Synthesis

Weiqing Yang, Hanbin Wang, Zhenghao Liu, Xinze Li, Yukun Yan

An Efficient Rehearsal Scheme for Catastrophic Forgetting Mitigation during Multi-stage Fine-tuning

Andrew Bai, Chih-Kuan Yeh, Cho-jui Hsieh, Ankur Taly

DynClean: Training Dynamics-based Label Cleaning for Distantly-Supervised Named Entity Recognition

Qi Zhang, Huitong Pan, Zhijia Chen, Longin Jan Latecki, Cornelia Caragea

Syntriever: How to Train Your Retriever with Synthetic Data from LLMs

Minsang Kim, Seung Jun Baek

LMOD: A Large Multimodal Ophthalmology Dataset and Benchmark for Large Vision-Language Models

Zhenyue Qin, Yu Yin, Dylan Campbell, Xuansheng Wu, Ke Zou

Considering Length Diversity in Retrieval-Augmented Summarization

Juseon-Do, Jaesung Hwang, Jingun Kwon, Hidetaka Kamigaito, Manabu Okumura

Classic4Children: Adapting Chinese Literary Classics for Children with Large Language Model

Jiali Chen, Xusen Hei, Yuqi Xue, Zihan Wu, Jiayuan Xie

FIDELITY: Fine-grained Interpretable Distillation for Effective Language Insights and Topic Yielding

Divyansh Singh, Brodie Mather, Demi Zhang, Patrick Lehman, Justin Ho

GraphICL: Unlocking Graph Learning Potential in LLMs through Structured Prompt Design

Yuanfu Sun, Zhengnan Ma, Yi Fang, Jing Ma, Qiaoyu Tan

DiVISe: Direct Visual-Input Speech Synthesis Preserving Speaker Characteristics And Intelligibility

Yifan liu, Yu Fang, Zhouhan Lin

On Localizing and Deleting Toxic Memories in Large Language Models

Anubrata Das, Manoj Kumar, Ninareh Mehrabi, Anil Ramakrishna, Anna Rumshisky

Neuro-symbolic Training for Reasoning over Spatial Language

Tanawan Premsri, Parisa Kordjamshidi

MASSW: A New Dataset and Benchmark Tasks for AI-Assisted Scientific Workflows

Xingjian Zhang, Yutong Xie, Jin Huang, Jinge Ma, Zhaoying Pan

Towards Understanding the Fragility of Multilingual LLMs against Fine-Tuning Attacks

Samuele Poppi, Zheng Xin Yong, Yifei He, Bobbie Chern, Han Zhao

SciAssess: Benchmarking LLM Proficiency in Scientific Literature Analysis

Hengxing Cai, Xiaochen Cai, Junhan Chang, Sihang Li, Lin Yao