EMNLP 2025: all accepted papers

2,086 papers · page 5 of 21 · the most cited first · ← EMNLP 2025

ActionStudio: A Lightweight Framework for Data and Training of Large Action Models ↗Jianguo Zhang, Thai Hoang, Ming Zhu et al.2 citations
AdaRewriter: Unleashing the Power of Prompting-based Conversational Query Reformulation via Test-Time Adaptation ↗Yilong Lai, Jialong Wu, Zhenglin Wang et al.2 citations
Adversarial Attacks Against Automated Fact-Checking: A Survey ↗Fanzhen Liu, Sharif Abuadbba, Kristen Moore et al.2 citations
Agent-to-Agent Theory of Mind: Testing Interlocutor Awareness among Large Language Models ↗Younwoo Choi, Changling Li, Yongjin Yang et al.2 citations
AgentDiagnose: An Open Toolkit for Diagnosing LLM Agent Trajectories ↗Tianyue Ou, Wanyao Guo, Apurva Gandhi et al. · System Demonstrations2 citations
Answering Narrative-Driven Recommendation Queries via a Retrieve–Rank Paradigm and the OCG-Agent ↗Yunxiao Shi, Haoning Shang, Xing Zi et al.2 citations
Attacking Misinformation Detection Using Adversarial Examples Generated by Language Models ↗Piotr Przybyła, Euan McGill, Horacio Saggion2 citations
Automating Steering for Safe Multimodal Large Language Models ↗Lyucheng Wu, Mengru Wang, Ziwen Xu et al.2 citations
Benchmarking LLMs on Semantic Overlap Summarization ↗John Salvador, Naman Bansal, Mousumi Akter et al.2 citations
Beyond Input Activations: Identifying Influential Latents by Gradient Sparse Autoencoders ↗Dong Shu, Xuansheng Wu, Haiyan Zhao et al.2 citations
Beyond Static Testbeds: An Interaction-Centric Agent Simulation Platform for Dynamic Recommender Systems ↗Song Jin, Juntian Zhang, Yuhan Liu et al.2 citations
Bit-Flip Error Resilience in LLMs: A Comprehensive Analysis and Defense Framework ↗Yuhang Chen, Zhen Tan, Ajay Kumar Jaiswal et al.2 citations
Boosting Data Utilization for Multilingual Dense Retrieval ↗Chao Huang, Fengran Mo, Yufeng Chen et al.2 citations
CRITICTOOL: Evaluating Self-Critique Capabilities of Large Language Models in Tool-Calling Error Scenarios ↗Shiting Huang, Zhen Fang, Zehui Chen et al.2 citations
CaKE: Circuit-aware Editing Enables Generalizable Knowledge Learners ↗Yunzhi Yao, Jizhan Fang, Jia-Chen Gu et al.2 citations
Calibrating Verbal Uncertainty as a Linear Feature to Reduce Hallucinations ↗Ziwei Ji, Lei Yu, Yeskendir Koishekenov et al. · 🏆 SAC Highlight Award2 citations
Can LLMs Generate and Solve Linguistic Olympiad Puzzles? ↗Neh Majmudar, Elena Filatova2 citations
Can LLMs Help You at Work? A Sandbox for Evaluating LLM Agents in Enterprise Environments ↗Harsh Vishwakarma, Ankush Agarwal, Ojas Patil et al.2 citations
Cardiverse: Harnessing LLMs for Novel Card Game Prototyping ↗Danrui Li, Sen Zhang, Samuel S. Sohn et al. · 🏆 SAC Highlight Award2 citations
Causal Interventions Reveal Shared Structure Across English Filler–Gap ConstructionsSasha Boguraev, Christopher Potts, Kyle Mahowald · 🏆 Outstanding Paper2 citations · our summary
CausalVLBench: Benchmarking Visual Causal Reasoning in Large Vision-Language Models ↗Aneesh Komanduri, Karuna Bhaila, Xintao Wu2 citations
Certainty in Uncertainty: Reasoning over Uncertain Knowledge Graphs with Statistical Guarantees ↗Yuqicheng Zhu, Jingcheng Wu, Yizhen Wang et al.2 citations
ChartMind: A Comprehensive Benchmark for Complex Real-world Multimodal Chart Question Answering ↗Jingxuan Wei, Nan Xu, Junnan Zhu et al.2 citations
CiteBART: Learning to Generate Citations for Local Citation Recommendation ↗Ege Yiğit Çelik, Selma Tekir2 citations
Coarse-to-Fine Grounded Memory for LLM Agent Planning ↗Wei Yang, Jinwei Xiao, Hongming Zhang et al.2 citations
ColMate: Contrastive Late Interaction and Masked Text for Multimodal Document Retrieval ↗Ahmed Masry, Megh Thakkar, Patrice Bechard et al. · Industry Track2 citations
Collab-Overcooked: Benchmarking and Evaluating Large Language Models as Collaborative Agents ↗Haochen Sun, Shuwen Zhang, Lujie Niu et al. · 🏆 SAC Highlight Award2 citations
Collaborative Beam Search: Enhancing LLM Reasoning via Collective Consensus ↗Yangyifan Xu, Shuo Ren, Jiajun Zhang2 citations
CompassVerifier: A Unified and Robust Verifier for LLMs Evaluation and Outcome Reward ↗Shudong Liu, Hongwei Liu, Junnan Liu et al.2 citations
Compositional Generalisation for Explainable Hate Speech Detection ↗Agostina Calabrese, Tom Sherborne, Björn Ross et al.2 citations
ConCISE: Confidence-guided Compression in Step-by-step Efficient Reasoning ↗Ziqing Qiao, Yongheng Deng, Jiali Zeng et al.2 citations
Constrained Non-negative Matrix Factorization for Guided Topic Modeling of Minority Topics ↗Seyedeh Fatemeh Ebrahimi, Jaakko Peltonen2 citations
Context is Gold to find the Gold Passage: Evaluating and Training Contextual Document Embeddings ↗Max Conti, Manuel Faysse, Gautier Viaud et al.2 citations
Context-Aware Hierarchical Taxonomy Generation for Scientific Papers via LLM-Guided Multi-Aspect Clustering ↗Kun Zhu, Lizi Liao, Yuxuan Gu et al.2 citations
CourtReasoner: Can LLM Agents Reason Like Judges? ↗Sophia Simeng Han, Yoshiki Takashima, Shannon Zejiang Shen et al.2 citations
Crossing Domains without Labels: Distant Supervision for Term Extraction ↗Elena Senger, Yuri Campbell, Rob van der Goot et al. · Industry Track2 citations
DDO: Dual-Decision Optimization for LLM-Based Medical Consultation via Multi-Agent Collaboration ↗Zhihao Jia, Mingyi Jia, Junwen Duan et al.2 citations
Decoding Dense Embeddings: Sparse Autoencoders for Interpreting and Discretizing Dense Retrieval ↗Seongwan Park, Taeklim Kim, Youngjoong Ko2 citations
Deep Associations, High Creativity: A Simple yet Effective Metric for Evaluating Large Language Models ↗Ziliang Qiu, Renfen Hu2 citations
Deriving Strategic Market Insights with Large Language Models: A Benchmark for Forward Counterfactual Generation ↗Keane Ong, Rui Mao, Deeksha Varshney et al.2 citations
DiCoRe: Enhancing Zero-shot Event Detection via Divergent-Convergent LLM Reasoning ↗Tanmay Parekh, Kartik Mehta, Ninareh Mehrabi et al.2 citations
Diffusion vs. Autoregressive Language Models: A Text Embedding Perspective ↗Siyue Zhang, Yilun Zhao, Liyuan Geng et al.2 citations
Disambiguation in Conversational Question Answering in the Era of LLMs and Agents: A Survey ↗Mehrab Tanjim, Yeonjun In, Xiang Chen et al.2 citations
DnDScore: Decontextualization and Decomposition for Factuality Verification in Long-Form Text Generation ↗Miriam Wanner, Benjamin Van Durme, Mark Dredze2 citations
Do You Know About My Nation? Investigating Multilingual Language Models' Cultural Literacy Through Factual Knowledge ↗Eshaan Tanwar, Anwoy Chatterjee, Michael Saxon et al.2 citations
Dual-Path Counterfactual Integration for Multimodal Aspect-Based Sentiment Classification ↗Rui Liu, Jiahao Cao, Jiaqian Ren et al.2 citations
DynamicNER: A Dynamic, Multilingual, and Fine-Grained Dataset for LLM-based Named Entity Recognition ↗Hanjun Luo, Yingbin Jin, Yiran Wang et al.2 citations
ECC: An Emotion-Cause Conversation Dataset for Empathy Response ↗Yuanyuan He, Yongsen Pan, Wei Li et al.2 citations
EGOILLUSION: Benchmarking Hallucinations in Egocentric Video Understanding ↗Ashish Seth, Utkarsh Tyagi, Ramaneswaran Selvakumar et al.2 citations
EMO: Embedding Model Distillation via Intra-Model Relation and Optimal Transport Alignments ↗Minh-Phuc Truong, Hai An Vu, Tu Vu et al.2 citations
EasyDistill: A Comprehensive Toolkit for Effective Knowledge Distillation of Large Language Models ↗Chengyu Wang, Junbing Yan, Wenrui Cai et al. · System Demonstrations2 citations
Effective Red-Teaming of Policy-Adherent Agents ↗Itay Nakash, George Kour, Koren Lazar et al.2 citations
Efficient Compositional Multi-tasking for On-device Large Language Models ↗Ondrej Bohdal, Mete Ozay, Jijoong Moon et al.2 citations
Enhancing Foundation Models in Transaction Understanding with LLM-based Sentence Embeddings ↗Xiran Fan, Zhimeng Jiang, Chin-Chia Michael Yeh et al. · Industry Track2 citations
Enhancing Speech Large Language Models with Prompt-Aware Mixture of Audio Encoders ↗Weiqiao Shan, Yuang Li, Yuhao Zhang et al.2 citations
EquiBench: Benchmarking Large Language Models' Reasoning about Program Semantics via Equivalence Checking ↗Anjiang Wei, Jiannan Cao, Ran Li et al.2 citations
Evaluating Conversational Agents with Persona-driven User Simulations based on Large Language Models: A Sales Bot Case Study ↗Justyna Gromada, Alicja Kasicka, Ewa Komkowska et al. · Industry Track2 citations
Evaluating and Aligning Human Economic Risk Preferences in LLMs ↗Jiaxin Liu, Yixuan Tang, Yi Yang et al.2 citations
EverTracer: Hunting Stolen Large Language Models via Stealthy and Robust Probabilistic Fingerprint ↗Zhenhua Xu, Meng Han, Wenpeng Xing2 citations
Examining False Positives under Inference Scaling for Mathematical Reasoning ↗Yu Wang, Nan Yang, Liang Wang et al.2 citations
Explainability and Interpretability of Multilingual Large Language Models: A Survey ↗Lucas Resck, Isabelle Augenstein, Anna Korhonen2 citations
Exploring Changes in Nation Perception with Nationality-Assigned Personas in LLMs ↗Mahammed Kamruzzaman, Gene Louis Kim2 citations
Exploring Response Uncertainty in MLLMs: An Empirical Evaluation under Misleading Scenarios ↗Yunkai Dang, Mengxi Gao, Yibo Yan et al.2 citations
Extractive Fact Decomposition for Interpretable Natural Language Inference in one Forward Pass ↗Nicholas Popovič, Michael Färber2 citations
FLARE: Faithful Logic-Aided Reasoning and Exploration ↗Erik Arakelyan, Pasquale Minervini, Patrick Lewis et al.2 citations
Fair or Framed? Political Bias in News Articles Generated by LLMs ↗Junho Yoo, Youhyun Shin2 citations
FairGen: Controlling Sensitive Attributes for Fair Generations in Diffusion Models via Adaptive Latent Guidance ↗Mintong Kang, Vinayshekhar Bannihatti Kumar, Shamik Roy et al.2 citations
FilBench: Can LLMs Understand and Generate Filipino? ↗Lester James Validad Miranda, Elyanah Aco, Conner G. Manuel et al.2 citations
FinTrust: A Comprehensive Benchmark of Trustworthiness Evaluation in Finance Domain ↗Tiansheng Hu, Tongyan Hu, Liuyang Bai et al.2 citations
Flexibly Utilize Memory for Long-Term Conversation via a Fragment-then-Compose Framework ↗Cai Ke, Yiming Du, Bin Liang et al.2 citations
Follow the Flow: Fine-grained Flowchart Attribution with Neurosymbolic Agents ↗Manan Suri, Puneet Mathur, Nedim Lipka et al.2 citations
From Capabilities to Performance: Evaluating Key Functional Properties of LLM Architectures in Penetration Testing ↗Lanxiao Huang, Daksh Dave, Tyler Cody et al.2 citations
From Feedback to Checklists: Grounded Evaluation of AI-Generated Clinical Notes ↗Karen Zhou, John Michael Giorgi, Pranav Mani et al. · Industry Track2 citations
From Long Videos to Engaging Clips: A Human-Inspired Video Editing Framework with Multimodal Narrative Understanding ↗Xiangfeng Wang, Xiao Li, Yadong Wei et al. · Industry Track2 citations
GCML: Gradient Coherence Guided Meta-Learning for Cross-Domain Emerging Topic Rumor Detection ↗Zejiang He, Jingyuan Huang, Menglong Lu et al.2 citations
GER-LLM: Efficient and Effective Geospatial Entity Resolution with Large Language Model ↗Haojia Zhu, Zhicheng Li, Jiahui Jin2 citations
GLIMPSE: Do Large Vision-Language Models Truly Think With Videos or Just Glimpse at Them? ↗Yiyang Zhou, Linjie Li, Shi Qiu et al.2 citations
GRADA: Graph-based Reranking against Adversarial Documents Attack ↗Jingjie Zheng, Aryo Pradipta Gema, Giwon Hong et al.2 citations
GRIT: Guided Relational Integration for Efficient Multi-Table Understanding ↗Yujin Kang, Park Seong Woo, Yoon-Sik Cho2 citations
GUI-Bee: Align GUI Action Grounding to Novel Environments via Autonomous Exploration ↗Yue Fan, Handong Zhao, Ruiyi Zhang et al.2 citations
Generator-Assistant Stepwise Rollback Framework for Large Language Model Agent ↗Xingzuo Li, Kehai Chen, Yunfei Long et al.2 citations
Graph-Based Multi-Trait Essay Scoring ↗Shengjie Li, Vincent Ng2 citations
Graph-R1: Incentivizing the Zero-Shot Graph Learning Capability in LLMs via Explicit Reasoning ↗Yicong Wu, Guangyue Lu, Yuan Zuo et al.2 citations
HMoE: Heterogeneous Mixture of Experts for Language Modeling ↗An Wang, Xingwu Sun, Ruobing Xie et al. · 🏆 SAC Highlight Award2 citations
HalluDetect: Detecting, Mitigating, and Benchmarking Hallucinations in Conversational Systems in the Legal Domain ↗Spandan Anaokar, Shrey Ganatra, Harshvivek Kashid et al. · Industry Track2 citations
How Does DPO Reduce Toxicity? A Mechanistic Neuron-Level Analysis ↗Yushi Yang, Filip Sondej, Harry Mayne et al.2 citations
How to Make Large Language Models Generate 100% Valid Molecules? ↗Wen Tao, Jing Tang, Alvin Chan et al.2 citations
IL-PCSR: Legal Corpus for Prior Case and Statute Retrieval ↗Shounak Paul, Dhananjay Ghumare, Pawan Goyal et al.2 citations
Idiosyncratic Versus Normative Modeling of Atypical Speech Recognition: Dysarthric Case Studies ↗Vishnu Raja, Adithya V Ganesan, Anand Syamkumar et al.2 citations
Improving Informally Romanized Language Identification ↗Adrian Benton, Alexander Gutkin, Christo Kirov et al.2 citations
Improving Large Language Models Function Calling and Interpretability via Guided-Structured Templates ↗Hy Dang, Tianyi Liu, Zhuofeng Wu et al.2 citations
Improving Multilingual Retrieval-Augmented Language Models through Dialectic Reasoning Argumentations ↗Leonardo Ranaldi, Federico Ranaldi, Fabio Massimo Zanzotto et al.2 citations
Inter-sentence Context Modeling and Structure-aware Representation Enhancement for Conversational Sentiment Quadruple Extraction ↗Yu Zhang, Zhaoman Zhong, Huihui Lv2 citations
Interpretability Analysis of Arithmetic In-Context Learning in Large Language Models ↗Gregory Polyakov, Christian Hepting, Carsten Eickhoff et al.2 citations
Interpretation Meets Safety: A Survey on Interpretation Methods and Tools for Improving LLM Safety ↗Seongmin Lee, Aeree Cho, Grace C. Kim et al.2 citations
Invisible Entropy: Towards Safe and Efficient Low-Entropy LLM Watermarking ↗Tianle Gu, Zongqi Wang, Kexin Huang et al.2 citations
It's All About In-Context Learning! Teaching Extremely Low-Resource Languages to LLMs ↗Yue Li, Zhixue Zhao, Carolina Scarton2 citations
JOLT-SQL: Joint Loss Tuning of Text-to-SQL with Confusion-aware Noisy Schema Sampling ↗Jinwang Song, Hongying Zan, Kunli Zhang et al.2 citations
KCS: Diversify Multi-hop Question Generation with Knowledge Composition Sampling ↗Yangfan Wang, Jie Liu, Chen Tang et al.2 citations
KoBLEX: Open Legal Question Answering with Multi-hop Reasoning ↗Jihyung Lee, Daehui Kim, Seonjeong Hwang et al.2 citations

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📰 EMNLP 2025: all accepted papers

EMNLP 2025: all accepted papers