EMNLP 2025: all accepted papers

2,086 papers · page 10 of 21 · the most cited first · ← EMNLP 2025

MCPEval: Automatic MCP-based Deep Evaluation for AI Agent Models ↗Zhiwei Liu, Jielin Qiu, Shiyu Wang et al. · System Demonstrations1 citation
MERMAID: Multi-perspective Self-reflective Agents with Generative Augmentation for Emotion Recognition ↗Zhongyu Yang, Junhao Song, Siyang Song et al.1 citation
MIO: A Foundation Model on Multimodal Tokens ↗Zekun Moore Wang, King Zhu, Chunpu Xu et al.1 citation
MMAG: Multimodal Learning for Mucus Anomaly Grading in Nasal Endoscopy via Semantic Attribute Prompting ↗Xinpan Yuan, Mingzhu Huang, Liujie Hua et al.1 citation
MMAPG: A Training-Free Framework for Multimodal Multi-hop Question Answering via Adaptive Planning Graphs ↗Yiheng Hu, Xiaoyang Wang, Qing Liu et al.1 citation
MUCAR: Benchmarking Multilingual Cross-Modal Ambiguity Resolution for Multimodal Large Language Models ↗Xiaolong Wang, Zhaolu Kang, Wangyuxuan Zhai et al.1 citation
Machine-generated text detection prevents language model collapse ↗George Drayson, Emine Yilmaz, Vasileios Lampos1 citation
Matter-of-Fact: A Benchmark for Verifying the Feasibility of Literature-Supported Claims in Materials Science ↗Peter Jansen, Samiah Hassan, Ruoyao Wang1 citation
Measuring Risk of Bias in Biomedical Reports: The RoBBR Benchmark ↗Jianyou Wang, Weili Cao, Longtian Bao et al.1 citation
Med-VRAgent: A Framework for Medical Visual Reasoning-Enhanced Agents ↗Guangfu Guo, Xiaoqian Lu, Yue Feng1 citation
Memorization or Reasoning? Exploring the Idiom Understanding of LLMsJisu Kim, Youngwoo Shin, Uiji Hwang et al.1 citation · our summary
Memory-Efficient Backpropagation for Fine-Tuning LLMs on Resource-Constrained Mobile Devices ↗Congzheng Song, Xinyu Tang · Industry Track1 citation
Memory-QA: Answering Recall Questions Based on Multimodal Memories ↗Hongda Jiang, Xinyuan Zhang, Siddhant Garg et al.1 citation
Merge then Realign: Simple and Effective Modality-Incremental Continual Learning for Multimodal LLMs ↗Dingkun Zhang, Shuhan Qi, Xinyu Xiao et al.1 citation
MetaFaith: Faithful Natural Language Uncertainty Expression in LLMs ↗Gabrielle Kaili-May Liu, Gal Yona, Avi Caciularu et al.1 citation
Mind the Gap: A Closer Look at Tokenization for Multiple-Choice Question Answering with LLMs ↗Mario Sanz-Guerrero, Minh Duc Bui, Katharina von der Wense1 citation
Mind the Inclusivity Gap: Multilingual Gender-Neutral Translation Evaluation with mGeNTE ↗Beatrice Savoldi, Giuseppe Attanasio, Eleonora Cupin et al.1 citation
Mind the Query: A Benchmark Dataset towards Text2Cypher Task ↗Vashu Chauhan, Shobhit Raj, Shashank Mujumdar et al. · Industry Track1 citation
MixLoRA-DSI: Dynamically Expandable Mixture-of-LoRA Experts for Rehearsal-Free Generative Retrieval over Dynamic Corpora ↗Tuan-Luc Huynh, Thuy-Trang Vu, Weiqing Wang et al.1 citation
Mixture-of-Clustered-Experts: Advancing Expert Specialization and Generalization in Instruction Tuning ↗Sugyeong Eo, Jung Jun Lee, Chanjun Park et al.1 citation
MoMoE: Mixture of Moderation Experts Framework for AI-Assisted Online Governance ↗Agam Goyal, Xianyang Zhan, Yilun Chen et al.1 citation
MolErr2Fix: Benchmarking LLM Trustworthiness in Chemistry via Modular Error Detection, Localization, Explanation, and Correction ↗Yuyang Wu, Jinhui Ye, Shuhao Zhang et al.1 citation
Molecular String Representation Preferences in Pretrained LLMs: A Comparative Study in Zero- & Few-Shot Molecular Property Prediction ↗George Arthur Baker, Mario Sanz-Guerrero, Katharina von der Wense1 citation
Morables: A Benchmark for Assessing Abstract Moral Reasoning in LLMs with Fables ↗Matteo Marcuzzo, Alessandro Zangari, Andrea Albarelli et al.1 citation
MovieCORE: COgnitive REasoning in Movies ↗Gueter Josmy Faure, Min-Hung Chen, Jia-Fong Yeh et al.1 citation
MrGuard: A Multilingual Reasoning Guardrail for Universal LLM Safety ↗Yahan Yang, Soham Dan, Shuo Li et al.1 citation
Multi-Domain Explainability of Preferences ↗Nitay Calderon, Liat Ein-Dor, Roi Reichart1 citation
Multi-Frequency Contrastive Decoding: Alleviating Hallucinations for Large Vision-Language Models ↗Bingqian Liu, Fu Zhang, Guoqing Chen et al.1 citation
Multi-Task Pre-Finetuning of Lightweight Transformer Encoders for Text Classification and NER ↗Junyi Zhu, Savas Ozkan, Andrea Maracani et al. · Industry Track1 citation
Multilingual Pretraining for Pixel Language Models ↗Ilker Kesen, Jonas F. Lotz, Ingo Ziegler et al.1 citation
Multilingual vs Crosslingual Retrieval of Fact-Checked Claims: A Tale of Two Approaches ↗Alan Ramponi, Marco Rovera, Robert Moro et al.1 citation
Multimodal Fine-grained Context Interaction Graph Modeling for Conversational Speech Synthesis ↗Zhenqi Jia, Rui Liu, Berrak Sisman et al.1 citation
Multimodal Neural Machine Translation: A Survey of the State of the Art ↗Yi Feng, Chuanyi Li, Jiatong He et al.1 citation
NEXUS: Network Exploration for eXploiting Unsafe Sequences in Multi-Turn LLM Jailbreaks ↗Javad Rafiei Asl, Sidhant Narula, Mohammad Ghasemigol et al.1 citation
Neural Topic Modeling via Contextual and Graph Information Fusion ↗Jiyuan Liu, Jiaxing Yan, Chunjiang Zhu et al.1 citation
NileChat: Towards Linguistically Diverse and Culturally Aware LLMs for Local Communities ↗Abdellah El Mekki, Houdaifa Atou, Omer Nacar et al.1 citation
NormGenesis: Multicultural Dialogue Generation via Exemplar-Guided Social Norm Modeling and Violation Recovery ↗Minki Hong, Jangho Choi, Jihie Kim · 🏆 SAC Highlight Award1 citation
Not Your Typical Government Tipline: LLM-Assisted Routing of Environmental Protection Agency Citizen Tips ↗Sharanya Majumder, Zehua Li, Derek Ouyang et al.1 citation
NurseLLM: The First Specialized Language Model for Nursing ↗Md Tawkat Islam Khondaker, Julia Harrington, Shady Shehata · Industry Track1 citation
OWL: Probing Cross-Lingual Recall of Memorized Texts via World Literature ↗Alisha Srivastava, Emir Kaan Korukluoglu, Minh Nhat Le et al.1 citation
On-device System of Compositional Multi-tasking in Large Language Models ↗Ondrej Bohdal, Konstantinos Theodosiadis, Asterios Mpatziakas et al. · Industry Track1 citation
OntologyRAG-Q: Resource Development and Benchmarking for Retrieval-Augmented Question Answering in Qur'anic Tafsir ↗Sadam Al-Azani, Maad Alowaifeer, Alhanoof Alhunief et al.1 citation
OpenNER 1.0: Standardized Open-Access Named Entity Recognition Datasets in 50+ Languages ↗Chester Palen-Michel, Maxwell Pickering, Maya Kruse et al.1 citation
OpenTuringBench: An Open-Model-based Benchmark and Framework for Machine-Generated Text Detection and Attribution ↗Lucio La Cava, Andrea Tagarelli1 citation
PDFMathTranslate: Scientific Document Translation Preserving Layouts ↗Rongxin Ouyang, Chang Chu, Zhikuang Xin et al. · System Demonstrations1 citation
PLAN-TUNING: Post-Training Language Models to Learn Step-by-Step Planning for Complex Problem Solving ↗Mihir Parmar, Palash Goyal, Xin Liu et al.1 citation
PLLuM-Align: Polish Preference Dataset for Large Language Model Alignment ↗Karolina Seweryn, Anna Kołos, Agnieszka Karlińska et al.1 citation
PORTS: Preference-Optimized Retrievers for Tool Selection with Large Language Models ↗Lorenzo Molfetta, Giacomo Frisoni, Nicolò Monaldini et al.1 citation
PRIM: Towards Practical In-Image Multilingual Machine Translation ↗Yanzhi Tian, Zeming Liu, Zhengyang Liu et al.1 citation
Path Drift in Large Reasoning Models: How First-Person Commitments Override Safety ↗Yuyi Huang, Runzhe Zhan, Lidia S. Chao et al.1 citation
Personality Vector: Modulating Personality of Large Language Models by Model Merging ↗Seungjong Sun, Seo Yeon Baek, Jang Hyun Kim1 citation
Personalized Language Models via Privacy-Preserving Evolutionary Model Merging ↗Kyuyoung Kim, Jinwoo Shin, Jaehyung Kim1 citation
PerspectiveMod: A Perspectivist Resource for Deliberative Moderation ↗Eva Maria Vecchi, Neele Falk, Carlotta Quensel et al.1 citation
Playpen: An Environment for Exploring Learning From Dialogue Game Feedback ↗Nicola Horst, Davide Mazzaccara, Antonia Schmidt et al.1 citation
Please Translate Again: Two Simple Experiments on Whether Human-Like Reasoning Helps Translation ↗Di Wu, Seth Aycock, Christof Monz1 citation
Pluralistic Alignment for Healthcare: A Role-Driven Framework ↗Jiayou Zhong, Anudeex Shetty, Chao Jia et al.1 citation
Pointing to a Llama and Call it a Camel: On the Sycophancy of Multimodal Large Language Models ↗Renjie Pi, Kehao Miao, Li Peihang et al.1 citation
Pre-trained Language Models Learn Remarkably Accurate Representations of Numbers ↗Marek Kadlčík, Michal Štefánik, Timothee Mickus et al.1 citation
Precise In-Parameter Concept Erasure in Large Language Models ↗Yoav Gur-Arieh, Clara Haya Suslik, Yihuai Hong et al.1 citation
Primus: A Pioneering Collection of Open-Source Datasets for Cybersecurity LLM Training ↗Yao-Ching Yu, Tsun-Han Chiang, Cheng-Wei Tsai et al.1 citation
Probabilistic Soundness Guarantees in LLM Reasoning Chains ↗Weiqiu You, Anton Xue, Shreya Havaldar et al.1 citation
ProductAgent: Benchmarking Conversational Product Search Agent with Asking Clarification Questions ↗Jingheng Ye, Yong Jiang, Xiaobin Wang et al. · Industry Track1 citation
Program of Thoughts for Financial Reasoning: Leveraging Dynamic In-Context Examples and Generative Retrieval ↗Subhendu Khatuya, Shashwat Naidu, Pawan Goyal et al.1 citation
Promote, Suppress, Iterate: How Language Models Answer One-to-Many Factual Queries ↗Tianyi Lorena Yan, Robin Jia1 citation
ProtoVQA: An Adaptable Prototypical Framework for Explainable Fine-Grained Visual Question Answering ↗Xingjian Diao, Weiyi Wu, Keyi Kong et al.1 citation
Pruning the Paradox: How CLIP's Most Informative Heads Enhance Performance While Amplifying Bias ↗Avinash Madasu, Vasudev Lal, Phillip Howard1 citation
PychoAgent: Psychology-driven LLM Agents for Explainable Panic Prediction on Social Media during Sudden Disaster Events ↗Mengzhu Liu, Zhengqiu Zhu, Chuan Ai et al.1 citation
QUIDS: Query Intent Description for Exploratory Search via Dual Space Modeling ↗Yumeng Wang, Xiuying Chen, Suzan Verberne1 citation
QuackIR: Retrieval in DuckDB and Other Relational Database Management Systems ↗Yijun Ge, Zijian Chen, Jimmy Lin · Industry Track1 citation
QualBench: Benchmarking Chinese LLMs with Localized Professional Qualifications for Vertical Domain Evaluation ↗Mengze Hong, Wailing Ng, Chen Jason Zhang et al.1 citation
Query-Focused Retrieval Heads Improve Long-Context Reasoning and Re-ranking ↗Wuwei Zhang, Fangcong Yin, Howard Yen et al.1 citation
R-Bind: Unified Enhancement of Attribute and Relation Binding in Text-to-Image Diffusion Models ↗Huixuan Zhang, Xiaojun Wan1 citation
RACCooN: Versatile Instructional Video Editing with Auto-Generated Narratives ↗Jaehong Yoon, Shoubin Yu, Mohit Bansal1 citation
RAED: Retrieval-Augmented Entity Description Generation for Emerging Entity Linking and Disambiguation ↗Karim Ghonim, Pere-Lluís Huguet Cabot, Riccardo Orlando et al.1 citation
RAGulator: Lightweight Out-of-Context Detectors for Grounded Text Generation ↗Ian Poey, Jiajun Liu, Qishuai Zhong · Industry Track1 citation
RALS: Resources and Baselines for Romanian Automatic Lexical Simplification ↗Fabian Anghel, Petru Theodor Cristea, Claudiu Creangă et al. · 🏆 SAC Highlight Award1 citation
RCScore: Quantifying Response Consistency in Large Language Models ↗Dongjun Jang, Youngchae Ahn, Hyopil Shin1 citation
RICO: Improving Accuracy and Completeness in Image Recaptioning via Visual Reconstruction ↗Yuchi Wang, Yishuo Cai, Shuhuai Ren et al.1 citation
RRInf: Efficient Influence Function Estimation via Ridge Regression for Large Language Models and Text-to-Image Diffusion Models ↗Zhuozhuo Tu, Cheng Chen, Yuxuan Du1 citation
RTE-GMoE: A Model-agnostic Approach for Relation Triplet Extraction via Graph-based Mixture-of-Expert Mutual Learning ↗Aziguli Wulamu, Kaiyuan Gong, Lyu Zhengyu et al.1 citation
Rapid Word Learning Through Meta In-Context Learning ↗Wentao Wang, Guangyuan Jiang, Tal Linzen et al.1 citation
RareSyn: Health Record Synthesis for Rare Disease Diagnosis ↗Huimin Wang, Yutian Zhao, Yefeng Zheng et al.1 citation
ReAct Meets Industrial IoT: Language Agents for Data Access ↗James T Rayfield, Shuxin Lin, Nianjun Zhou et al. · Industry Track1 citation
ReEvalMed: Rethinking Medical Report Evaluation by Aligning Metrics with Real-World Clinical Judgment ↗Ruochen Li, Jun Li, Bailiang Jian et al.1 citation
ReMedy: Learning Machine Translation Evaluation from Human Preferences with Reward Modeling ↗Shaomu Tan, Christof Monz1 citation
ReSURE: Regularizing Supervision Unreliability for Multi-turn Dialogue Fine-tuning ↗Yiming Du, Yifan Xiang, Bin Liang et al.1 citation
Reason to Rote: Rethinking Memorization in Reasoning ↗Yupei Du, Philipp Mondorf, Silvia Casola et al.1 citation
Reasoning Model Unlearning: Forgetting Traces, Not Just Answers, While Preserving Reasoning Skills ↗Changsheng Wang, Chongyu Fan, Yihua Zhang et al.1 citation
Reasoning-Enhanced Domain-Adaptive Pretraining of Multimodal Large Language Models for Short Video Content Governance ↗Zixuan Wang, Yu Sun, Hongwei Wang et al. · Industry Track1 citation
Refining Attention for Explainable and Noise-Robust Fact-Checking with Transformers ↗Jean-Flavien Bussotti, Paolo Papotti1 citation
Reimagining Safety Alignment with An Image ↗Yifan Xia, Guorui Chen, Wenqian Yu et al.1 citation
Reinforced Query Reasoners for Reasoning-intensive Retrieval Tasks ↗Xubo Qin, Jun Bai, Jiaqi Li et al.1 citation
Reinforcement Learning for Large Language Models via Group Preference Reward Shaping ↗Huaisheng Zhu, Siyuan Xu, Hangfan Zhang et al.1 citation
Reliable Evaluation and Benchmarks for Statement Autoformalization ↗Auguste Poiroux, Gail Weiss, Viktor Kunčak et al.1 citation
ResFormer: All-Time Reservoir Memory for Long Sequence Classification ↗Hongbo Liu, Jia Xu1 citation
Retracing the Past: LLMs Emit Training Data When They Get Lost ↗Myeongseob Ko, Nikhil Reddy Billa, Adam Nguyen et al.1 citation
Retrieval over Classification: Integrating Relation Semantics for Multimodal Relation Extraction ↗Lei Hei, Tingjing Liao, Peiyingxin et al.1 citation
Retrieving Support to Rank Answers in Open-Domain Question Answering ↗Zeyu Zhang, Alessandro Moschitti, Thuy Vu1 citation
Revealing and Mitigating the Challenge of Detecting Character Knowledge Errors in LLM Role-Playing ↗Wenyuan Zhang, Shuaiyi Nie, Jiawei Sheng et al.1 citation
Reverse Prompt Engineering: A Zero-Shot, Genetic Algorithm Approach to Language Model Inversion ↗Hanqing Li, Diego Klabjan1 citation

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📰 EMNLP 2025: all accepted papers

EMNLP 2025: all accepted papers