EMNLP 2025: all accepted papers

2,086 papers · page 6 of 21 · the most cited first · ← EMNLP 2025

Koel-TTS: Enhancing LLM based Speech Generation with Preference Alignment and Classifier Free Guidance ↗Shehzeen Samarah Hussain, Paarth Neekhara, Xuesong Yang et al.2 citations
L4: Mutual Learning Helps Lifelong Language Learning ↗Jiyong Li, Dilshod Azizov, Shangsong Liang · Industry Track2 citations
LATTE: Learning Aligned Transactions and Textual Embeddings for Bank Clients ↗Egor Fadeev, Dzhambulat Mollaev, Aleksei Shestov et al. · Industry Track2 citations
LLM-Guided Semantic Relational Reasoning for Multimodal Intent Recognition ↗Qianrui Zhou, Hua Xu, Yifan Wang et al.2 citations
LMR-BENCH: Evaluating LLM Agent's Ability on Reproducing Language Modeling Research ↗Shuo Yan, Ruochen Li, Ziming Luo et al.2 citations
Language Model Based Text-to-Audio Generation: Anti-Causally Aligned Collaborative Residual Transformers ↗Juncheng Wang, Chao Xu, Cheng Yu et al.2 citations
Language-to-Space Programming for Training-Free 3D Visual Grounding ↗Boyu Mi, Hanqing Wang, Tai Wang et al.2 citations
Large Language Models Threaten Language's Epistemic and Communicative Foundations ↗Shashank Srivastava2 citations
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment ↗Hao Li, Lijun Li, Zhenghao Lu et al.2 citations
Leaky Thoughts: Large Reasoning Models Are Not Private Thinkers ↗Tommaso Green, Martin Gubri, Haritz Puerto et al.2 citations
Leveraging Text-to-Text Transformers as Classifier Chain for Few-Shot Multi-Label Classification ↗Quang Anh Nguyen, Nadi Tomeh, Mustapha Lebbah et al.2 citations
Leveraging What's Overfixed: Post-Correction via LLM Grammatical Error Overcorrection ↗Taehee Park, Heejin Do, Gary Lee2 citations
LogiCoL: Logically-Informed Contrastive Learning for Set-based Dense Retrieval ↗Yanzhen Shen, Sihao Chen, Xueqiang Xu et al.2 citations
Look Beyond Feeling: Unveiling Latent Needs from Implicit Expressions for Proactive Emotional Support ↗Xing Fu, Haozhen Li, Bichen Wang et al.2 citations
M3Retrieve: Benchmarking Multimodal Retrieval for Medicine ↗Arkadeep Acharya, Akash Ghosh, Pradeepika Verma et al.2 citations
MEPT: Mixture of Expert Prompt Tuning as a Manifold Mapper ↗Runjia Zeng, Guangyan Sun, Qifan Wang et al.2 citations
MIRROR: Multimodal Cognitive Reframing Therapy for Rolling with Resistance ↗Subin Kim, Hoonrae Kim, Jihyun Lee et al.2 citations
MPRF: Interpretable Stance Detection through Multi-Path Reasoning Framework ↗ZhaoDan Zhang, Jin Zhang, Hui Xu et al.2 citations
MUSE: MCTS-Driven Red Teaming Framework for Enhanced Multi-Turn Dialogue Safety in Large Language Models ↗Siyu Yan, Long Zeng, Xuecheng Wu et al.2 citations
MUZO: Leveraging Multiple Queries and Momentum for Zeroth-Order Fine-Tuning of Large Language Models ↗Yuezhang Peng, Yuxin Liu, Fei Wen et al.2 citations
MathBuddy: A Multimodal System for Affective Math Tutoring ↗Debanjana Kar, Leopold Böss, Dacia Braca et al. · System Demonstrations2 citations
Measuring and Mitigating Media Outlet Name Bias in Large Language Models ↗Seong-Jin Park, Kang-Min Kim2 citations
MentalGLM Series: Explainable Large Language Models for Mental Health Analysis on Chinese Social Media ↗Wei Zhai, Nan Bai, Qing Zhao et al.2 citations
Meta-Semantics Augmented Few-Shot Relational Learning ↗Han Wu, Jie Yin2 citations
MobiZO: Enabling Efficient LLM Fine-Tuning at the Edge via Inference Engines ↗Lei Gao, Amir Ziashahabi, Yue Niu et al.2 citations
Multi-Document Event Extraction Using Large and Small Language Models ↗Qingkai Min, Zitian Qu, Qipeng Guo et al.2 citations
Multilingual Language Model Pretraining using Machine-translated Data ↗Jiayi Wang, Yao Lu, Maurice Weber et al.2 citations
N-CORE: N-View Consistency Regularization for Disentangled Representation Learning in Nonverbal Vocalizations ↗Siddhant Bikram Shah, Kristina T. Johnson2 citations
Noise, Adaptation, and Strategy: Assessing LLM Fidelity in Decision-Making ↗Yuanjun Feng, Vivek Choudhary, Yash Raj Shrestha2 citations
NovelHopQA: Diagnosing Multi-Hop Reasoning Failures in Long Narrative Contexts ↗Abhay Gupta, Kevin Zhu, Vasu Sharma et al.2 citations
OmniThink: Expanding Knowledge Boundaries in Machine Writing through Thinking ↗Zekun Xi, Wenbiao Yin, Jizhan Fang et al.2 citations
Orthogonal Finetuning Made Scalable ↗Zeju Qiu, Weiyang Liu, Adrian Weller et al.2 citations
PAKTON: A Multi-Agent Framework for Question Answering in Long Legal Agreements ↗Petros Raptopoulos, Giorgos Filandrianos, Maria Lymperaiou et al.2 citations
PARSE: LLM Driven Schema Optimization for Reliable Entity Extraction ↗Anubhav Shrimal, Aryan Jain, Soumyajit Chowdhury et al. · Industry Track2 citations
POINTS-Reader: Distillation-Free Adaptation of Vision-Language Models for Document Conversion ↗Yuan Liu, Zhongyin Zhao, Le Tian et al.2 citations
PPC-GPT: Federated Task-Specific Compression of Large Language Models via Pruning and Chain-of-Thought Distillation ↗Tao Fan, Guoqiang Ma, Yuanfeng Song et al.2 citations
PRIME: Large Language Model Personalization with Cognitive Dual-Memory and Personalized Thought Process ↗Xinliang Frederick Zhang, Nicholas Beauchamp, Lu Wang2 citations
Permutative Preference Alignment from Listwise Ranking of Human Judgments ↗Yang Zhao, Yixin Wang, Mingzhang Yin2 citations
Persona-Augmented Benchmarking: Evaluating LLMs Across Diverse Writing Styles ↗Kimberly Truong, Riccardo Fogliato, Hoda Heidari et al.2 citations
PhoniTale: Phonologically Grounded Mnemonic Generation for Typologically Distant Language Pairs ↗Sana Kang, Myeongseok Gwon, Su Young Kwon et al.2 citations
PresentAgent: Multimodal Agent for Presentation Video Generation ↗Jingwei Shi, Zeyu Zhang, Biao Wu et al. · System Demonstrations2 citations
ProReason: Multi-Modal Proactive Reasoning with Decoupled Eyesight and Wisdom ↗Jingqi Zhou, Sheng Wang, Jingwei Dong et al.2 citations
Proactive Hearing Assistants that Isolate Egocentric Conversations ↗Guilin Hu, Malek Itani, Tuochao Chen et al.2 citations
Probing for Arithmetic Errors in Language Models ↗Yucheng Sun, Alessandro Stolfo, Mrinmaya Sachan2 citations
R-PRM: Reasoning-Driven Process Reward Modeling ↗Shuaijie She, Junxiao Liu, Yifeng Liu et al.2 citations
RAVEN++: Pinpointing Fine-Grained Violations in Advertisement Videos with Active Reinforcement Reasoning ↗Deyi Ji, Yuekui Yang, Liqun Liu et al. · Industry Track2 citations
RAcQUEt: Unveiling the Dangers of Overlooked Referential Ambiguity in Visual LLMs ↗Alberto Testoni, Barbara Plank, Raquel Fernández2 citations
RLAE: Reinforcement Learning-Assisted Ensemble for LLMs ↗Yuqian Fu, Yuanheng Zhu, Jiajun Chai et al.2 citations
ROBOTO2: An Interactive System and Dataset for LLM-assisted Clinical Trial Risk of Bias Assessment ↗Anthony Hevia, Sanjana Chintalapati, Veronica Ka Wai Lai et al. · System Demonstrations2 citations
RadEval: A framework for radiology text evaluation ↗Justin Xu, Xi Zhang, Javid Abderezaei et al. · System Demonstrations2 citations
ReAgent: Reversible Multi-Agent Reasoning for Knowledge-Enhanced Multi-Hop QA ↗Zhao Xinjie, Fan Gao, Xingyu Song et al.2 citations
ReDepress: A Cognitive Framework for Detecting Depression Relapse from Social Media ↗Aakash Kumar Agarwal, Saprativa Bhattacharjee, Mauli Rastogi et al.2 citations
Real-time Ad Retrieval via LLM-generative Commercial Intention for Sponsored Search Advertising ↗Tongtong Liu, Zhaohui Wang, Meiyue Qin et al.2 citations
RecBase: Generative Foundation Model Pretraining for Zero-Shot Recommendation ↗Sashuai Zhou, Weinan Gan, Qijiong Liu et al.2 citations
RecGPT: A Foundation Model for Sequential Recommendation ↗Yangqin Jiang, Xubin Ren, Lianghao Xia et al.2 citations
RedOne: Revealing Domain-specific LLM Post-Training in Social Networking Services ↗Fei Zhao, Chonggang Lu, Wangyue et al. · Industry Track2 citations
Reframe Your Life Story: Interactive Narrative Therapist and Innovative Moment Assessment with Large Language Models ↗Yi Feng, Jiaqi Wang, Wenxuan Zhang et al.2 citations
Rescorla-Wagner Steering of LLMs for Undesired Behaviors over Disproportionate Inappropriate Context ↗Rushi Wang, Jiateng Liu, Cheng Qian et al.2 citations
ReviewRL: Towards Automated Scientific Review with RL ↗Sihang Zeng, Kai Tian, Kaiyan Zhang et al.2 citations
Rewarding the Unlikely: Lifting GRPO Beyond Distribution Sharpening ↗Andre Wang He, Daniel Fried, Sean Welleck2 citations
Route Sparse Autoencoder to Interpret Large Language Models ↗Wei Shi, Sihang Li, Tao Liang et al.2 citations
SAE-SSV: Supervised Steering in Sparse Representation Spaces for Reliable Control of Language Models ↗Zirui He, Mingyu Jin, Bo Shen et al.2 citations
SAEs Are Good for Steering – If You Select the Right Features ↗Dana Arad, Aaron Mueller, Yonatan Belinkov2 citations
SAFE-SQL: Self-Augmented In-Context Learning with Fine-grained Example Selection for Text-to-SQL ↗Jimin Lee, Ingeol Baek, Byeongjeong Kim et al.2 citations
SAFENUDGE: Safeguarding Large Language Models in Real-time with Tunable Safety-Performance Trade-offs ↗Joao Fonseca, Andrew Bell, Julia Stoyanovich2 citations
SAKI-RAG: Mitigating Context Fragmentation in Long-Document RAG via Sentence-level Attention Knowledge Integration ↗Wenyu Tao, Xiaofen Xing, Zeliang Li et al.2 citations
SAMULE: Self-Learning Agents Enhanced by Multi-level Reflection ↗Yubin Ge, Salvatore Romeo, Jason Cai et al.2 citations
SATER: A Self-Aware and Token-Efficient Approach to Routing and Cascading ↗Yuanzhe Shen, Yide Liu, Zisu Huang et al.2 citations
SCRIBE: Structured Chain Reasoning for Interactive Behaviour Explanations using Tool Calling ↗Fares Fawzi, Vinitra Swamy, Dominik Glandorf et al.2 citations
SEMMA: A Semantic Aware Knowledge Graph Foundation Model ↗Arvindh Arun, Sumit Kumar, Mojtaba Nayyeri et al.2 citations
START: Self-taught Reasoner with Tools ↗Chengpeng Li, Mingfeng Xue, Zhenru Zhang et al.2 citations
STEER-BENCH: A Benchmark for Evaluating the Steerability of Large Language Models ↗Kai Chen, Zihao He, Taiwei Shi et al.2 citations
Sali4Vid: Saliency-Aware Video Reweighting and Adaptive Caption Retrieval for Dense Video Captioning ↗MinJu Jeon, Si-Woo Kim, Ye-Chan Kim et al.2 citations
Seeing Through Words, Speaking Through Pixels: Deep Representational Alignment Between Vision and Language Models ↗Zoe Wanying He, Sean Trott, Meenakshi Khosla2 citations
Select-then-Route : Taxonomy guided Routing for LLMs ↗Soham Shah, Kumar Shridhar · Industry Track2 citations
SemVink: Advancing VLMs' Semantic Understanding of Optical Illusions via Visual Global Thinking ↗Sifan Li, Yujun Cai, Yiwei Wang2 citations
Sequential-NIAH: A Needle-In-A-Haystack Benchmark for Extracting Sequential Needles from Long Contexts ↗Yifei Yu, Qian-Wen Zhang, Lingfeng Qiao et al.2 citations
SilVar: Speech-Driven Multimodal Model for Reasoning Visual Question Answering and Object Localization ↗Tan-Hanh Pham, Le Hoang Nam, Phu-Vinh Nguyen et al.2 citations
Simple Yet Effective: An Information-Theoretic Approach to Multi-LLM Uncertainty Quantification ↗Maya Kruse, Majid Afshar, Saksham Khatwani et al.2 citations
SocioBench: Modeling Human Behavior in Sociological Surveys with Large Language Models ↗Jia Wang, Ziyu Zhao, Tingjuntao Ni et al.2 citations
Spatial Layouts in News Homepages Capture Human Preferences ↗Alexander Spangher, Michael Vu, Arda Kaz et al.2 citations
Spec-VLA: Speculative Decoding for Vision-Language-Action Models with Relaxed Acceptance ↗Songsheng Wang, Rucheng Yu, Zhihang Yuan et al.2 citations
Speech Discrete Tokens or Continuous Features? A Comparative Analysis for Spoken Language Understanding in SpeechLLMs ↗Dingdong Wang, Junan Li, Mingyu Cui et al.2 citations
Static Word Embeddings for Sentence Semantic Representation ↗Takashi Wada, Yuki Hirakawa, Ryotaro Shimizu et al.2 citations
Stronger Baselines for Retrieval-Augmented Generation with Long-Context Language Models ↗Alex Laitenberger, Christopher D Manning, Nelson F. Liu2 citations
Superpose Task-specific Features for Model Merging ↗Haiquan Qiu, You Wu, Dong Li et al.2 citations
T2R-BENCH: A Benchmark for Real World Table-to-Report Task ↗Jie Zhang, Changzai Pan, Sishi Xiong et al.2 citations
TLUE: A Tibetan Language Understanding Evaluation Benchmark ↗Fan Gao, Cheng Huang, Yutong Liu et al.2 citations
TRIAL: Token Relations and Importance Aware Late-interaction for Accurate Text Retrieval ↗Hyukkyu Kang, Injung Kim, Wook-Shin Han2 citations
TS-CLIP: Time Series Understanding by CLIP ↗Ziwen Chen, Xiaoyuan Zhang, Ming Zhu2 citations
TableEval: A Real-World Benchmark for Complex, Multilingual, and Multi-Structured Table Question Answering ↗Junnan Zhu, Jingyi Wang, Bohan Yu et al.2 citations
Tailoring Table Retrieval from a Field-aware Hybrid Matching Perspective ↗Da Li, Keping Bi, Jiafeng Guo et al.2 citations
Text Meets Topology: Rethinking Out-of-distribution Detection in Text-Rich Networks ↗Danny Wang, Ruihong Qiu, Guangdong Bai et al.2 citations
The Hidden Strength of Disagreement: Unraveling the Consensus-Diversity Tradeoff in Adaptive Multi-Agent Systems ↗Zengqing Wu, Takayuki Ito2 citations
The Illusion of Progress: Re-evaluating Hallucination Detection in LLMs ↗Denis Janiak, Jakub Binkowski, Albert Sawczyn et al.2 citations
The Missing Parts: Augmenting Fact Verification with Half Truth Detection ↗Yixuan Tang, Jincheng Wang, Anthony Kum Hoe Tung2 citations
The Ranking Blind Spot: Decision Hijacking in LLM-based Text Ranking ↗Yaoyao Qian, Yifan Zeng, Yuchao Jiang et al.2 citations
Theorem-Validated Reverse Chain-of-Thought Problem Generation for Geometric Reasoning ↗Deng Linger, Linghao Zhu, Yuliang Liu et al.2 citations
Thought calibration: Efficient and confident test-time scaling ↗Menghua Wu, Cai Zhou, Stephen Bates et al.2 citations
To Mask or to Mirror: Human-AI Alignment in Collective Reasoning ↗Crystal Qian, Aaron T Parisi, Clémentine Bouleau et al. · 🏆 SAC Highlight Award2 citations

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📰 EMNLP 2025: all accepted papers

EMNLP 2025: all accepted papers