EMNLP 2025: all accepted papers
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- MemeIntel: Explainable Detection of Propagandistic and Hateful Memes ↗Mohamed Bayan Kmainasi, Abul Hasnat, Md Arid Hasan et al.4 citations
- Mitigating Hallucinations in Vision-Language Models through Image-Guided Head Suppression ↗Sreetama Sarkar, Yue Che, Alex Gavin et al.4 citations
- Mixture of Length and Pruning Experts for Knowledge Graphs Reasoning ↗Enjun Du, Siyi Liu, Yongqi Zhang4 citations
- ModalPrompt: Towards Efficient Multimodal Continual Instruction Tuning with Dual-Modality Guided Prompt ↗Fanhu Zeng, Fei Zhu, Haiyang Guo et al.4 citations
- Multi-Modal Framing Analysis of News ↗Arnav Arora, Srishti Yadav, Maria Antoniak et al.4 citations
- Multimodal Language Models See Better When They Look Shallower ↗Haoran Chen, Junyan Lin, Xinghao Chen et al.4 citations
- Not What the Doctor Ordered: Surveying LLM-based De-identification and Quantifying Clinical Information Loss ↗Kiana Aghakasiri, Noopur Zambare, JoAnn Thai et al.4 citations
- Pathway to Relevance: How Cross-Encoders Implement a Semantic Variant of BM25 ↗Meng Lu, Catherine Chen, Carsten Eickhoff4 citations
- PlanGPT-VL: Enhancing Urban Planning with Domain-Specific Vision-Language Models ↗He Zhu, Junyou Su, Minxin Chen et al. · Industry Track4 citations
- Plutus: Benchmarking Large Language Models in Low-Resource Greek Finance ↗Xueqing Peng, Triantafillos Papadopoulos, Efstathia Soufleri et al.4 citations
- Process-Supervised Reward Models for Verifying Clinical Note Generation: A Scalable Approach Guided by Domain Expertise ↗Hanyin Wang, Chufan Gao, Qiping Xu et al.4 citations
- Prototypical Human-AI Collaboration Behaviors from LLM-Assisted Writing in the Wild ↗Sheshera Mysore, Debarati Das, Hancheng Cao et al. · 🏆 SAC Highlight Award4 citations
- Pun Unintended: LLMs and the Illusion of Humor Understanding ↗Alessandro Zangari, Matteo Marcuzzo, Andrea Albarelli et al.4 citations
- QSpec: Speculative Decoding with Complementary Quantization Schemes ↗Juntao Zhao, Wenhao Lu, Sheng Wang et al.4 citations
- QuZO: Quantized Zeroth-Order Fine-Tuning for Large Language Models ↗Jiajun Zhou, Yifan Yang, Kai Zhen et al.4 citations
- RAG-Instruct: Boosting LLMs with Diverse Retrieval-Augmented Instructions ↗Wanlong Liu, Junying Chen, Ke Ji et al.4 citations
- RTQA : Recursive Thinking for Complex Temporal Knowledge Graph Question Answering with Large Language Models ↗Zhaoyan Gong, Juan Li, Zhiqiang Liu et al.4 citations
- Re-Align: Aligning Vision Language Models via Retrieval-Augmented Direct Preference Optimization ↗Shuo Xing, Peiran Li, Yuping Wang et al.4 citations
- Reading Between the Prompts: How Stereotypes Shape LLM's Implicit Personalization ↗Vera Neplenbroek, Arianna Bisazza, Raquel Fernández4 citations
- ReasonMed: A 370K Multi-Agent Generated Dataset for Advancing Medical Reasoning ↗Yu Sun, Xingyu Qian, Weiwen Xu et al. · 🏆 SAC Highlight Award4 citations
- ReflAct: World-Grounded Decision Making in LLM Agents via Goal-State Reflection ↗Jeonghye Kim, Sojeong Rhee, Minbeom Kim et al.4 citations
- RethinkMCTS: Refining Erroneous Thoughts in Monte Carlo Tree Search for Code Generation ↗Qingyao Li, Wei Xia, Xinyi Dai et al.4 citations
- Retrieval-augmented GUI Agents with Generative Guidelines ↗Ran Xu, Kaixin Ma, Wenhao Yu et al.4 citations
- RoT: Enhancing Table Reasoning with Iterative Row-Wise Traversals ↗Xuanliang Zhang, Dingzirui Wang, Keyan Xu et al.4 citations
- SMART: Simulated Students Aligned with Item Response Theory for Question Difficulty Prediction ↗Alexander Scarlatos, Nigel Fernandez, Christopher Ormerod et al.4 citations
- Scaling Low-Resource MT via Synthetic Data Generation with LLMs ↗Ona de Gibert, Joseph Attieh, Teemu Vahtola et al.4 citations
- Scaling Rich Style-Prompted Text-to-Speech Datasets ↗Anuj Diwan, Zhisheng Zheng, David Harwath et al.4 citations
- Section-Level Simplification of Biomedical Abstracts ↗Jan Bakker, Jaap Kamps4 citations
- Self-Adjust Softmax ↗Chuanyang Zheng, Yihang Gao, Guoxuan Chen et al.4 citations
- Self-Augmented Preference Alignment for Sycophancy Reduction in LLMs ↗Chien-Hung Chen, Hen-Hsen Huang, Hsin-Hsi Chen4 citations
- SpecVLM: Enhancing Speculative Decoding of Video LLMs via Verifier-Guided Token Pruning ↗Yicheng Ji, Jun Zhang, Heming Xia et al.4 citations
- Structured Moral Reasoning in Language Models: A Value-Grounded Evaluation Framework ↗Mohna Chakraborty, Lu Wang, David Jurgens4 citations
- Structuring Radiology Reports: Challenging LLMs with Lightweight Models ↗Johannes Moll, Louisa Fay, Asfandyar Azhar et al.4 citations
- Subtle Risks, Critical Failures: A Framework for Diagnosing Physical Safety of LLMs for Embodied Decision Making ↗Yejin Son, Minseo Kim, Sungwoong Kim et al.4 citations
- Sycophancy Mitigation Through Reinforcement Learning with Uncertainty-Aware Adaptive Reasoning Trajectories ↗Mohammad Beigi, Ying Shen, Parshin Shojaee et al.4 citations
- TACO: Enhancing Multimodal In-context Learning via Task Mapping-Guided Sequence Configuration ↗Yanshu Li, Jianjiang Yang, Tian Yun et al.4 citations
- TP-RAG: Benchmarking Retrieval-Augmented Large Language Model Agents for Spatiotemporal-Aware Travel Planning ↗Hang Ni, Fan Liu, Xinyu Ma et al.4 citations
- ToDi: Token-wise Distillation via Fine-Grained Divergence Control ↗Seongryong Jung, Suwan Yoon, DongGeon Kim et al.4 citations
- Towards Enforcing Company Policy Adherence in Agentic Workflows ↗Naama Zwerdling, David Boaz, Ella Rabinovich et al. · Industry Track4 citations
- Towards Robust Mathematical Reasoning ↗Thang Luong, Dawsen Hwang, Hoang H Nguyen et al.4 citations
- Value Profiles for Encoding Human Variation ↗Taylor Sorensen, Pushkar Mishra, Roma Patel et al.4 citations
- VideoEraser: Concept Erasure in Text-to-Video Diffusion Models ↗Naen Xu, Jinghuai Zhang, Changjiang Li et al.4 citations
- VocalNet: Speech LLMs with Multi-Token Prediction for Faster and High-Quality Generation ↗Yuhao Wang, Heyang Liu, Ziyang Cheng et al.4 citations
- We Politely Insist: Your LLM Must Learn the Persian Art of Taarof ↗Nikta Gohari Sadr, Sahar Heidariasl, Karine Megerdoomian et al.4 citations
- WildDoc: How Far Are We from Achieving Comprehensive and Robust Document Understanding in the Wild? ↗An-Lan Wang, Jingqun Tang, Lei Liao et al.4 citations
- WildScore: Benchmarking MLLMs in-the-Wild Symbolic Music Reasoning ↗Gagan Mundada, Yash Vishe, Amit Namburi et al.4 citations
- ACING: Actor-Critic for Instruction Learning in Black-Box LLMs ↗Salma Kharrat, Fares Fourati, Marco Canini3 citations
- Agent-as-Judge for Factual Summarization of Long Narratives ↗Yeonseok Jeong, Minsoo Kim, Seung-won Hwang et al.3 citations
- Agent-in-the-Loop: A Data Flywheel for Continuous Improvement in LLM-based Customer Support ↗Cen Zhao, Tiantian Zhang, Hanchen Su et al. · Industry Track3 citations
- An Empirical Study of LLM Reasoning Ability Under Strict Output Length Constraint ↗Yi Sun, Han Wang, Jiaqiang Li et al.3 citations
- Analyzing Uncertainty of LLM-as-a-Judge: Interval Evaluations with Conformal Prediction ↗Huanxin Sheng, Xinyi Liu, Hangfeng He et al. · 🏆 SAC Highlight Award3 citations
- Are Vision-Language Models Safe in the Wild? A Meme-Based Benchmark Study ↗DongGeon Lee, Joonwon Jang, Jihae Jeong et al.3 citations
- Ask Patients with Patience: Enabling LLMs for Human-Centric Medical Dialogue with Grounded Reasoning ↗Jiayuan Zhu, Jiazhen Pan, Yuyuan Liu et al.3 citations
- Audio-centric Video Understanding Benchmark without Text Shortcut ↗Yudong Yang, Jimin Zhuang, Guangzhi Sun et al.3 citations
- AutoCVSS: Assessing the Performance of LLMs for Automated Software Vulnerability Scoring ↗Davide Sanvito, Giovanni Arriciati, Giuseppe Siracusano et al. · Industry Track3 citations
- BYOKG-RAG: Multi-Strategy Graph Retrieval for Knowledge Graph Question Answering ↗Costas Mavromatis, Soji Adeshina, Vassilis N. Ioannidis et al.3 citations
- Back Attention: Understanding and Enhancing Multi-Hop Reasoning in Large Language Models ↗Zeping Yu, Yonatan Belinkov, Sophia Ananiadou3 citations
- BacktrackAgent: Enhancing GUI Agent with Error Detection and Backtracking Mechanism ↗Qinzhuo Wu, Pengzhi Gao, Wei Liu et al.3 citations
- Banking Done Right: Redefining Retail Banking with Language-Centric AI ↗Xin Jie Chua, Jeraelyn Ming Li Tan, Jia Xuan Tan et al. · Industry Track3 citations
- BannerAgency: Advertising Banner Design with Multimodal LLM Agents ↗Heng Wang, Yotaro Shimose, Shingo Takamatsu3 citations
- Beyond Seen Data: Improving KBQA Generalization Through Schema-Guided Logical Form Generation ↗Shengxiang Gao, Jey Han Lau, Jianzhong Qi3 citations
- Beyond Text: Unveiling Privacy Vulnerabilities in Multi-modal Retrieval-Augmented Generation ↗Jiankun Zhang, Shenglai Zeng, Jie Ren et al.3 citations
- Beyond the Surface: Measuring Self-Preference in LLM Judgments ↗Zhi-Yuan Chen, Hao Wang, Xinyu Zhang et al.3 citations
- Bias Beware: The Impact of Cognitive Biases on LLM-Driven Product Recommendations ↗Giorgos Filandrianos, Angeliki Dimitriou, Maria Lymperaiou et al.3 citations
- Calibrating LLM Confidence by Probing Perturbed Representation Stability ↗Reza Khanmohammadi, Erfan Miahi, Mehrsa Mardikoraem et al.3 citations
- Can LLM Agents Maintain a Persona in Discourse? ↗Pranav Bhandari, Nicolas Fay, Michael J Wise et al.3 citations
- Can LLMs Explain Themselves Counterfactually? ↗Zahra Dehghanighobadi, Asja Fischer, Muhammad Bilal Zafar3 citations
- Can LLMs Extract Frame-Semantic Arguments? ↗Jacob Devasier, Rishabh Mediratta, Chengkai Li3 citations
- Can Large Language Models be Effective Online Opinion Miners? ↗Ryang Heo, Yongsik Seo, Junseong Lee et al.3 citations
- ChartGaze: Enhancing Chart Understanding in LVLMs with Eye-Tracking Guided Attention Refinement ↗Ali Salamatian, Amirhossein Abaskohi, Wan-Cyuan Fan et al.3 citations
- Chinese Toxic Language Mitigation via Sentiment Polarity Consistent Rewrites ↗Xintong Wang, Yixiao Liu, Jingheng Pan et al.3 citations
- CodeMixBench: Evaluating Code-Mixing Capabilities of LLMs Across 18 Languages ↗Yilun Yang, Yekun Chai3 citations
- Comparing human and LLM politeness strategies in free productionHaoran Zhao, Robert D. Hawkins · 🏆 SAC Highlight Award3 citations · our summary
- ComplexTempQA: A 100m Dataset for Complex Temporal Question Answering ↗Raphael Gruber, Abdelrahman Abdallah, Michael Färber et al.3 citations
- CondAmbigQA: A Benchmark and Dataset for Conditional Ambiguous Question Answering ↗Zongxi Li, Yang Li, Haoran Xie et al.3 citations
- DAST: Difficulty-Adaptive Slow-Thinking for Large Reasoning Models ↗Yi Shen, Jian Zhang, Jieyun Huang et al. · Industry Track3 citations
- DCP: Dual-Cue Pruning for Efficient Large Vision-Language Models ↗Lei Jiang, Zixun Zhang, Yuting Zeng et al.3 citations
- DRISHTIKON: A Multimodal Multilingual Benchmark for Testing Language Models' Understanding on Indian Culture ↗Arijit Maji, Raghvendra Kumar, Akash Ghosh et al.3 citations
- Debatable Intelligence: Benchmarking LLM Judges via Debate Speech Evaluation ↗Noy Sternlicht, Ariel Gera, Roy Bar-Haim et al.3 citations
- Do Large Language Models excel in Complex Logical Reasoning with Formal Language? ↗Jin Jiang, Jianing Wang, Yuchen Yan et al.3 citations
- Do RAG Systems Really Suffer From Positional Bias? ↗Florin Cuconasu, Simone Filice, Guy Horowitz et al.3 citations
- Draft Model Knows When to Stop: Self-Verification Speculative Decoding for Long-Form Generation ↗Ziyin Zhang, Jiahao Xu, Tian Liang et al.3 citations
- Drift-Adapter: A Practical Approach to Near Zero-Downtime Embedding Model Upgrades in Vector Databases ↗Harshil Vejendla3 citations
- EasyRec: Simple yet Effective Language Models for Recommendation ↗Xubin Ren, Chao Huang3 citations
- Efficient Beam Search for Large Language Models Using Trie-Based Decoding ↗Brian J Chan, Mao-xun Huang, Jui-Hung Cheng et al.3 citations
- Efficient Unstructured Pruning of Mamba State-Space Models for Resource-Constrained Environments ↗Ibne Farabi Shihab, Sanjeda Akter, Anuj Sharma3 citations
- Enhancing Chinese Offensive Language Detection with Homophonic Perturbation ↗Junqi Wu, Shujie Ji, Kang Zhong et al.3 citations
- Enhancing LLM-Based Social Bot via an Adversarial Learning Framework ↗Fanqi Kong, Xiaoyuan Zhang, Xinyu Chen et al.3 citations
- Estimating LLM Consistency: A User Baseline vs Surrogate Metrics ↗Xiaoyuan Wu, Weiran Lin, Omer Akgul et al. · 🏆 SAC Highlight Award3 citations
- Evaluating LLM-Generated Diagrams as Graphs ↗Chumeng Liang, Jiaxuan You3 citations
- Evaluating the Evaluators: Are readability metrics good measures of readability? ↗Isabel Cachola, Daniel Khashabi, Mark Dredze3 citations
- EvolveSearch: An Iterative Self-Evolving Search Agent ↗Ding-Chu Zhang, Yida Zhao, Jialong Wu et al.3 citations
- ExpandR: Teaching Dense Retrievers Beyond Queries with LLM Guidance ↗Sijia Yao, Pengcheng Huang, Zhenghao Liu et al.3 citations
- Exploring Large Language Models for Detecting Mental Disorders ↗Gleb Kuzmin, Petr Strepetov, Maksim Stankevich et al.3 citations
- Fann or Flop: A Multigenre, Multiera Benchmark for Arabic Poetry Understanding in LLMs ↗Wafa Al Ghallabi, Ritesh Thawkar, Sara Ghaboura et al.3 citations
- FinRAGBench-V: A Benchmark for Multimodal RAG with Visual Citation in the Financial Domain ↗Suifeng Zhao, Zhuoran Jin, Sujian Li et al.3 citations
- Following Length Constraints in Instructions ↗Weizhe Yuan, Ilia Kulikov, Ping Yu et al.3 citations
- GEMMAS: Graph-based Evaluation Metrics for Multi Agent Systems ↗Jisoo Lee, Raeyoung Chang, Dongwook Kwon et al. · Industry Track3 citations
- Gradient-Attention Guided Dual-Masking Synergetic Framework for Robust Text-based Person Retrieval ↗Tianlu Zheng, Yifan Zhang, Xiang An et al.3 citations
- GraphAgent: Agentic Graph Language Assistant ↗Yuhao Yang, Jiabin Tang, Lianghao Xia et al.3 citations
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