EMNLP 2025: all accepted papers
- FlashAdventure: A Benchmark for GUI Agents Solving Full Story Arcs in Diverse Adventure Games ↗Jaewoo Ahn, Junseo Kim, Heeseung Yun et al.1 citation
- Following the Autoregressive Nature of LLM Embeddings via Compression and Alignment ↗Jingcheng Deng, Zhongtao Jiang, Liang Pang et al.1 citation
- Fooling the LVLM Judges: Visual Biases in LVLM-Based Evaluation ↗Yerin Hwang, Dongryeol Lee, Kyungmin Min et al.1 citation
- Forget What You Know about LLMs Evaluations - LLMs are Like a Chameleon ↗Nurit Cohen Inger, Yehonatan Elisha, Bracha Shapira et al.1 citation
- Formalizing Style in Personal Narratives ↗Gustave Cortal, Alain Finkel1 citation
- Frame First, Then Extract: A Frame-Semantic Reasoning Pipeline for Zero-Shot Relation Triplet Extraction ↗Zehan Li, Fu Zhang, Wenqing Zhang et al.1 citation
- From Behavioral Performance to Internal Competence: Interpreting Vision-Language Models with VLM-Lens ↗Hala Sheta, Eric Haoran Huang, Shuyu Wu et al. · System Demonstrations1 citation
- From General Reward to Targeted Reward: Improving Open-ended Long-context Generation Models ↗Zhihan Guo, Jiele Wu, Wenqian Cui et al.1 citation
- From Schema to State: Zero-Shot Scheme-Only Dialogue State Tracking via Diverse Synthetic Dialogue and Step-by-Step Distillation ↗Huan Xu, Zequn Li, Wen Tang et al.1 citation
- From Scores to Steps: Diagnosing and Improving LLM Performance in Evidence-Based Medical Calculations ↗Benlu Wang, Iris Xia, Yifan Zhang et al.1 citation
- From Understanding to Generation: An Efficient Shortcut for Evaluating Language Models ↗Viktor Hangya, Fabian Küch, Darina Gold1 citation
- From Word to World: Evaluate and Mitigate Culture Bias in LLMs via Word Association Test ↗Xunlian Dai, Li Zhou, Benyou Wang et al.1 citation
- G2: Guided Generation for Enhanced Output Diversity in LLMs ↗Zhiwen Ruan, Yixia Li, Yefeng Liu et al.1 citation
- GLiNER2: Schema-Driven Multi-Task Learning for Structured Information Extraction ↗Urchade Zaratiana, Gil Pasternak, Oliver Boyd et al. · System Demonstrations1 citation
- GRAFT: A Graph-based Flow-aware Agentic Framework for Document-level Machine Translation ↗Himanshu Dutta, Sunny Manchanda, Prakhar Bapat et al. · Industry Track1 citation
- Gamma-Guard: Lightweight Residual Adapters for Robust Guardrails in Large Language Models ↗Lijia Lv, Yuanshu Zhao, Guan Wang et al.1 citation
- GenLink: Generation-Driven Schema-Linking via Multi-Model Learning for Text-to-SQL ↗Zhifeng Hao, Junqi Huang, Shaobin Shi et al.1 citation
- Glider: Global and Local Instruction-Driven Expert Router ↗Pingzhi Li, Prateek Yadav, Jaehong Yoon et al.1 citation
- GraDaSE: Graph-Based Dataset Search with Examples ↗Jing He, Mingyang Lv, Qing Shi et al.1 citation
- Graph of Attacks with Pruning: Optimizing Stealthy Jailbreak Prompt Generation for Enhanced LLM Content Moderation ↗Daniel Schwartz, Dmitriy Bespalov, Zhe Wang et al. · Industry Track1 citation
- Graph-Guided Textual Explanation Generation Framework ↗Shuzhou Yuan, Jingyi Sun, Ran Zhang et al.1 citation
- HESEIA: A community-based dataset for evaluating social biases in large language models, co-designed in real school settings in Latin America ↗Guido Ivetta, Marcos J Gomez, Sofía Martinelli et al.1 citation
- HS-STaR: Hierarchical Sampling for Self-Taught Reasoners via Difficulty Estimation and Budget Reallocation ↗Feng Xiong, Hongling Xu, Yifei Wang et al.1 citation
- Hanfu-Bench: A Multimodal Benchmark on Cross-Temporal Cultural Understanding and Transcreation ↗Li Zhou, Lutong Yu, Dongchu Xie et al.1 citation
- Harmful Prompt Laundering: Jailbreaking LLMs with Abductive Styles and Symbolic Encoding ↗Seongho Joo, Hyukhun Koh, Kyomin Jung1 citation
- How Private are Language Models in Abstractive Summarization? ↗Anthony Hughes, Nikolaos Aletras, Ning Ma1 citation
- How to Protect Yourself from 5G Radiation? Investigating LLM Responses to Implicit Misinformation ↗Ruohao Guo, Wei Xu, Alan Ritter1 citation
- Humans Hallucinate Too: Language Models Identify and Correct Subjective Annotation Errors With Label-in-a-Haystack Prompts ↗Georgios Chochlakis, Peter Wu, Tikka Arjun Singh Bedi et al.1 citation
- HydraOpt: Navigating the Efficiency-Performance Trade-off of Adapter Merging ↗Taha Ceritli, Ondrej Bohdal, Mete Ozay et al.1 citation
- IG-Pruning: Input-Guided Block Pruning for Large Language Models ↗Kangyu Qiao, Shaolei Zhang, Yang Feng1 citation
- Igniting Creative Writing in Small Language Models: LLM-as-a-Judge versus Multi-Agent Refined Rewards ↗Xiaolong Wei, Bo Lu, Xingyu Zhang et al.1 citation
- Image Embedding Sampling Method for Diverse Captioning ↗Sania Waheed, Na Min An1 citation
- Implicit Values Embedded in How Humans and LLMs Complete Subjective Everyday Tasks ↗Arjun Arunasalam, Madison Pickering, Z. Berkay Celik et al.1 citation
- Improving Context Fidelity via Native Retrieval-Augmented Reasoning ↗Suyuchen Wang, Jinlin Wang, Xinyu Wang et al.1 citation
- Improving Handshape Representations for Sign Language Processing: A Graph Neural Network Approach ↗Alessa Carbo, Eric Nalisnick1 citation
- Improving Low-Resource Sequence Labeling with Knowledge Fusion and Contextual Label Explanations ↗Peichao Lai, Jiaxin Gan, Feiyang Ye et al.1 citation
- Improving Neutral Point-of-View Generation with Data- and Parameter-Efficient RL ↗Jessica Hoffmann, Christiane Ahlheim, Zac Yu et al.1 citation
- Improving Reasoning Capabilities in Small Models through Mixture-of-layers Distillation with Stepwise Attention on Key Information ↗Yao Chen, Jiawei Sheng, Wenyuan Zhang et al.1 citation
- Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs ↗Abhinav Arabelly, Jagrut Nemade, Robert D Nowak et al.1 citation
- Improving Zero-shot Sentence Decontextualisation with Content Selection and Planning ↗Zhenyun Deng, Yulong Chen, Andreas Vlachos1 citation
- In Benchmarks We Trust ... Or Not? ↗Ine Gevers, Victor De Marez, Jens Van Nooten et al.1 citation
- Inceptive Transformers: Enhancing Contextual Representations through Multi-Scale Feature Learning Across Domains and Languages ↗Asif Shahriar, Rifat Shahriyar, M Saifur Rahman1 citation
- Incorporating Diverse Perspectives in Cultural Alignment: Survey of Evaluation Benchmarks Through A Three-Dimensional Framework ↗Meng-Chen Wu, Si-Chi Chin, Tess Wood et al.1 citation
- Incremental Summarization for Customer Support via Progressive Note-Taking and Agent Feedback ↗Yisha Wu, Cen Zhao, Yuanpei Cao et al. · Industry Track1 citation
- Infini-gram mini: Exact n-gram Search at the Internet Scale with FM-Index ↗Hao Xu, Jiacheng Liu, Yejin Choi et al. · 🏆 Best Paper1 citation
- InstaJudge: Aligning Judgment Bias of LLM-as-Judge with Humans in Industry Applications ↗Myeongjun Erik Jang, Fran Silavong · Industry Track1 citation
- Interpretable Mnemonic Generation for Kanji Learning via Expectation-Maximization ↗Jaewook Lee, Alexander Scarlatos, Andrew Lan1 citation
- Intrinsic Test of Unlearning Using Parametric Knowledge Traces ↗Yihuai Hong, Lei Yu, Haiqin Yang et al.1 citation
- Investigating How Pre-training Data Leakage Affects Models' Reproduction and Detection Capabilities ↗Masahiro Kaneko, Timothy Baldwin1 citation
- Is the Top Still Spinning? Evaluating Subjectivity in Narrative Understanding ↗Melanie Subbiah, Akankshya Mishra, Grace Kim et al.1 citation
- J$I^2$S: Joint Influence-Aware Instruction Data Selection for Efficient Fine-Tuning ↗Jingyu Wei, Bo Liu, Tianjiao Wan et al.1 citation
- Jailbreak LLMs through Internal Stance Manipulation ↗Shuangjie Fu, Du Su, Beining Huang et al.1 citation
- Jailbreak-Tuning: Models Efficiently Learn Jailbreak Susceptibility ↗Brendan Murphy, Dillon Bowen, Shahrad Mohammadzadeh et al.1 citation
- Jigsaw-Puzzles: From Seeing to Understanding to Reasoning in Vision-Language Models ↗Zesen Lyu, Dandan Zhang, Wei Ye et al.1 citation
- Judging Quality Across Languages: A Multilingual Approach to Pretraining Data Filtering with Language Models ↗Mehdi Ali, Manuel Brack, Max Lübbering et al.1 citation
- KG-CQR: Leveraging Structured Relation Representations in Knowledge Graphs for Contextual Query Retrieval ↗Chi Minh Bui, Ngoc Mai Thieu, Vinh Van Nguyen et al.1 citation
- KGE Calibrator: An Efficient Probability Calibration Method of Knowledge Graph Embedding Models for Trustworthy Link Prediction ↗Yang Yang, Mohan Timilsina, Edward Curry1 citation
- KLAAD: Refining Attention Mechanisms to Reduce Societal Bias in Generative Language Models ↗Seorin Kim, Dongyoung Lee, Jaejin Lee1 citation
- KRETA: A Benchmark for Korean Reading and Reasoning in Text-Rich VQA Attuned to Diverse Visual Contexts ↗Taebaek Hwang, Minseo Kim, Gisang Lee et al.1 citation
- Keep Security! Benchmarking Security Policy Preservation in Large Language Model Contexts Against Indirect Attacks in Question Answering ↗Hwan Chang, Yumin Kim, Yonghyun Jun et al.1 citation
- LLM Agents Implement an NLG System from Scratch: Building Interpretable Rule-Based RDF-to-Text Generators ↗Mateusz Lango, Ondrej Dusek · Industry Track1 citation
- LLM$\times$MapReduce-V3: Enabling Interactive In-Depth Survey Generation through a MCP-Driven Hierarchically Modular Agent System ↗Yu Chao, Siyu Lin, Xiaorong Wang et al. · System Demonstrations1 citation
- LLM-Driven Implicit Target Augmentation and Fine-Grained Contextual Modeling for Zero-Shot and Few-Shot Stance Detection ↗Yanxu Ji, Jinzhong Ning, Yijia Zhang et al.1 citation
- LLM-Independent Adaptive RAG: Let the Question Speak for Itself ↗Maria Marina, Nikolay Ivanov, Sergey Pletenev et al.1 citation
- LLMs Don't Know Their Own Decision Boundaries: The Unreliability of Self-Generated Counterfactual Explanations ↗Harry Mayne, Ryan Othniel Kearns, Yushi Yang et al.1 citation
- LM-Searcher: Cross-domain Neural Architecture Search with LLMs via Unified Numerical Encoding ↗Yuxuan Hu, Jihao Liu, Ke Wang et al.1 citation
- Language Models as Causal Effect Generators ↗Lucius E.J. Bynum, Kyunghyun Cho1 citation
- Language Models as Continuous Self-Evolving Data Engineers ↗Peidong Wang, Ming Wang, Zhiming Ma et al.1 citation
- Language models can learn implicit multi-hop reasoning, but only if they have lots of training data ↗Yuekun Yao, Yupei Du, Dawei Zhu et al.1 citation
- Layer-wise Minimal Pair Probing Reveals Contextual Grammatical-Conceptual Hierarchy in Speech Representations ↗Linyang He, Qiaolin Wang, Xilin Jiang et al. · 🏆 SAC Highlight Award1 citation
- LeTS: Learning to Think-and-Search via Process-and-Outcome Reward Hybridization ↗Qi Zhang, Shouqing Yang, Lirong Gao et al.1 citation
- Learn and Unlearn: Addressing Misinformation in Multilingual LLMs ↗TaiMing Lu, Philipp Koehn1 citation
- LearnLens: LLM-Enabled Personalised, Curriculum-Grounded Feedback with Educators in the Loop ↗Runcong Zhao, Artem Bobrov, Jiazheng Li et al. · System Demonstrations1 citation
- Learning Contextual Retrieval for Robust Conversational Search ↗Seunghan Yang, Juntae Lee, Jihwan Bang et al.1 citation
- Learning from Diverse Reasoning Paths with Routing and Collaboration ↗Zhenyu Lei, Zhen Tan, Song Wang et al.1 citation
- Learning to See through Sound: From VggCaps to Multi2Cap for Richer Automated Audio Captioning ↗Sangyeon Cho, Mingi Kim, Jinkwon Hwang et al.1 citation
- Less Is MuRE: Revisiting Shallow Knowledge Graph Embeddings ↗Victor Charpenay, Steven Schockaert1 citation
- Leveraging Cognitive Complexity of Texts for Contextualization in Dense Retrieval ↗Effrosyni Sokli, Georgios Peikos, Pranav Kasela et al.1 citation
- Leveraging Knowledge Graph-Enhanced LLMs for Context-Aware Medical Consultation ↗Su-Hyeong Park, Ho-Beom Kim, Seong-Jin Park et al.1 citation
- Leveraging Product Catalog Patterns for Multilingual E-commerce Product Attribute Prediction ↗Bryan Zhang, Suleiman Khan, Stephan Walter · Industry Track1 citation
- Leveraging the Power of Large Language Models in Entity Linking via Adaptive Routing and Targeted Reasoning ↗Yajie Li, Albert Galimov, Mitra Datta Ganapaneni et al. · Industry Track1 citation
- LiTEx: A Linguistic Taxonomy of Explanations for Understanding Within-Label Variation in Natural Language Inference ↗Pingjun Hong, Beiduo Chen, Siyao Peng et al. · 🏆 SAC Highlight Award1 citation
- LimRank: Less is More for Reasoning-Intensive Information Reranking ↗Tingyu Song, Yilun Zhao, Siyue Zhang et al.1 citation
- Linguistic Neuron Overlap Patterns to Facilitate Cross-lingual Transfer on Low-resource Languages ↗Yuemei Xu, Kexin Xu, Jian Zhou et al.1 citation
- LionGuard 2: Building Lightweight, Data-Efficient & Localised Multilingual Content Moderators ↗Leanne Tan, Gabriel Chua, Ziyu Ge et al. · System Demonstrations1 citation
- LiteASR: Efficient Automatic Speech Recognition with Low-Rank Approximation ↗Keisuke Kamahori, Jungo Kasai, Noriyuki Kojima et al.1 citation
- LiteraryQA: Towards Effective Evaluation of Long-document Narrative QA ↗Tommaso Bonomo, Luca Gioffré, Roberto Navigli1 citation
- LoRACoE: Improving Large Language Model via Composition-based LoRA Expert ↗Guanyu Li, Zhiheng Xi, Zhihao Zhang et al.1 citation
- LogiDynamics: Unraveling the Dynamics of Inductive, Abductive and Deductive Logical Inferences in LLM Reasoning ↗Tianshi Zheng, Cheng Jiayang, Chunyang Li et al.1 citation
- Logits-Based Finetuning ↗Jingyao Li, Senqiao Yang, Sitong Wu et al.1 citation
- Long-Form Information Alignment Evaluation Beyond Atomic Facts ↗Danna Zheng, Mirella Lapata, Jeff Z. Pan1 citation
- Lost in Pronunciation: Detecting Chinese Offensive Language Disguised by Phonetic Cloaking Replacement ↗Haotan Guo, Jianfei He, Jiayuan Ma et al. · Industry Track1 citation
- M-BRe: Discovering Training Samples for Relation Extraction from Unlabeled Texts with Large Language Models ↗Zexuan Li, Hongliang Dai, Piji Li1 citation
- M-Wanda: Improving One-Shot Pruning for Multilingual LLMs ↗Rochelle Choenni, Ivan Titov1 citation
- MA-GTS: A Multi-Agent Framework for Solving Complex Graph Problems in Real-World Applications ↗Zike Yuan, Ming Liu, Hui Wang et al.1 citation
- MADAWSD: Multi-Agent Debate Framework for Adversarial Word Sense Disambiguation ↗Kaiyuan Zhang, Qian Liu, Luyang Zhang et al.1 citation
- MAKAR: a Multi-Agent framework based Knowledge-Augmented Reasoning for Grounded Multimodal Named Entity Recognition ↗Xinkui Lin, Yuhui Zhang, Yongxiu Xu et al.1 citation
- MASA: LLM-Driven Multi-Agent Systems for Autoformalization ↗Lan Zhang, Marco Valentino, Andre Freitas · System Demonstrations1 citation
- MAviS: A Multimodal Conversational Assistant For Avian Species ↗Yevheniia Kryklyvets, Mohammed Irfan Kurpath, Sahal Shaji Mullappilly et al. · 🏆 SAC Highlight Award1 citation
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