EMNLP 2025: all accepted papers

2,086 papers · page 7 of 21 · the most cited first · ← EMNLP 2025

Toward Machine Translation Literacy: How Lay Users Perceive and Rely on Imperfect Translations ↗Yimin Xiao, Yongle Zhang, Dayeon Ki et al.2 citations
Toward Reliable Clinical Coding with Language Models: Verification and Lightweight Adaptation ↗Moy Yuan, Han-Chin Shing, Mitch Strong et al. · Industry Track2 citations
Toxicity Red-Teaming: Benchmarking LLM Safety in Singapore's Low-Resource Languages ↗Yujia Hu, Ming Shan Hee, Preslav Nakov et al.2 citations
TracSum: A New Benchmark for Aspect-Based Summarization with Sentence-Level Traceability in Medical Domain ↗Bohao Chu, Meijie Li, Sameh Frihat et al.2 citations
Translate Smart, not Hard: Cascaded Translation Systems with Quality-Aware Deferral ↗António Farinhas, Nuno M Guerreiro, Sweta Agrawal et al.2 citations
TreeReview: A Dynamic Tree of Questions Framework for Deep and Efficient LLM-based Scientific Peer Review ↗Yuan Chang, Ziyue Li, Hengyuan Zhang et al.2 citations
UnCo: Uncertainty-Driven Collaborative Framework of Large and Small Models for Grounded Multimodal NER ↗Jielong Tang, Yang Yang, Jianxing Yu et al.2 citations
Unconditional Truthfulness: Learning Unconditional Uncertainty of Large Language Models ↗Artem Vazhentsev, Ekaterina Fadeeva, Rui Xing et al.2 citations
UniEDU: Toward Unified and Efficient Large Multimodal Models for Educational Tasks ↗Zhendong Chu, Jian Xie, Shen Wang et al. · Industry Track2 citations
Unilaw-R1: A Large Language Model for Legal Reasoning with Reinforcement Learning and Iterative Inference ↗Hua Cai, Shuang Zhao, Liang Zhang et al.2 citations
UnityAI Guard: Pioneering Toxicity Detection Across Low-Resource Indian Languages ↗Himanshu Beniwal, Reddybathuni Venkat, Rohit Kumar et al. · System Demonstrations2 citations
UniversalCEFR: Enabling Open Multilingual Research on Language Proficiency Assessment ↗Joseph Marvin Imperial, Abdullah Barayan, Regina Stodden et al.2 citations
Unsupervised Concept Vector Extraction for Bias Control in LLMs ↗Hannah Cyberey, Yangfeng Ji, David Evans2 citations
VLP: Vision-Language Preference Learning for Embodied Manipulation ↗Runze Liu, Chenjia Bai, Jiafei Lyu et al.2 citations
VRoPE: Rotary Position Embedding for Video Large Language Models ↗Zikang Liu, Longteng Guo, Yepeng Tang et al.2 citations
VerIF: Verification Engineering for Reinforcement Learning in Instruction Following ↗Hao Peng, Yunjia Qi, Xiaozhi Wang et al.2 citations
VestaBench: An Embodied Benchmark for Safe Long-Horizon Planning Under Multi-Constraint and Adversarial Settings ↗Tanmana Sadhu, Yanan Chen, Ali Pesaranghader · Industry Track2 citations
ViLBench: A Suite for Vision-Language Process Reward Modeling ↗Haoqin Tu, Weitao Feng, Hardy Chen et al.2 citations
VisCRA: A Visual Chain Reasoning Attack for Jailbreaking Multimodal Large Language Models ↗Bingrui Sima, Linhua Cong, Wenxuan Wang et al.2 citations
VisFinEval: A Scenario-Driven Chinese Multimodal Benchmark for Holistic Financial Understanding ↗Zhaowei Liu, Xin Guo, Haotian Xia et al.2 citations
VisiPruner: Decoding Discontinuous Cross-Modal Dynamics for Efficient Multimodal LLMs ↗Yingqi Fan, Anhao Zhao, Jinlan Fu et al.2 citations
Vision-Free Retrieval: Rethinking Multimodal Search with Textual Scene Descriptions ↗Ioanna Ntinou, Alexandros Xenos, Yassine Ouali et al.2 citations
Vision-and-Language Navigation with Analogical Textual Descriptions in LLMs ↗Yue Zhang, Tianyi Ma, Zun Wang et al.2 citations
WISE: Weak-Supervision-Guided Step-by-Step Explanations for Multimodal LLMs in Image Classification ↗Yiwen Jiang, Deval Mehta, Siyuan Yan et al.2 citations
Weaver: Interweaving SQL and LLM for Table Reasoning ↗Rohit Khoja, Devanshu Gupta, Yanjie Fu et al.2 citations
When Words Smile: Generating Diverse Emotional Facial Expressions from Text ↗Haidong Xu, Meishan Zhang, Hao Ju et al.2 citations
X-CoT: Explainable Text-to-Video Retrieval via LLM-based Chain-of-Thought Reasoning ↗Prasanna Reddy Pulakurthi, Jiamian Wang, Majid Rabbani et al.2 citations
X-FLoRA: Cross-modal Federated Learning with Modality-expert LoRA for Medical VQA ↗Min Hyuk Kim, Changheon Kim, Seok Bong Yoo2 citations
iVISPAR –- An Interactive Visual-Spatial Reasoning Benchmark for VLMs ↗Julius Mayer, Mohamad Ballout, Serwan Jassim et al.2 citations
pFedGPT: Hierarchically Optimizing LoRA Aggregation Weights for Personalized Federated GPT Models ↗Zhanming Shen, Tianqi Xu, Hao Wang et al.2 citations
$\mathrmWojood^Relations$: Arabic Relation Extraction Corpus and Modeling ↗Alaa Aljabari, Mohammed Khalilia, Mustafa Jarrar1 citation
(Almost) Free Modality Stitching of Foundation Models ↗Jaisidh Singh, Diganta Misra, Boris Knyazev et al.1 citation
3DS: Medical Domain Adaptation of LLMs via Decomposed Difficulty-based Data Selection ↗Hongxin Ding, Yue Fang, Runchuan Zhu et al.1 citation
A Case Against Implicit Standards: Homophone Normalization in Machine Translation for Languages that use the Ge'ez Script. ↗Hellina Hailu Nigatu, Atnafu Lambebo Tonja, Henok Biadglign Ademtew et al.1 citation
A Culturally-diverse Multilingual Multimodal Video Benchmark & Model ↗Bhuiyan Sanjid Shafique, Ashmal Vayani, Muhammad Maaz et al.1 citation
A Multi-Agent Framework for Quantitative Finance : An Application to Portfolio Management Analytics ↗Sayani Kundu, Dushyant Sahoo, Victor Li et al. · Industry Track1 citation
A Multi-Level Benchmark for Causal Language Understanding in Social Media Discourse ↗Xiaohan Ding, Kaike Ping, Buse Çarık et al.1 citation
A Position Paper on the Automatic Generation of Machine Learning Leaderboards ↗Roelien C. Timmer, Yufang Hou, Stephen Wan1 citation
A Rigorous Evaluation of LLM Data Generation Strategies for Low-Resource Languages ↗Tatiana Anikina, Jan Cegin, Jakub Simko et al.1 citation
A Simple Yet Effective Method for Non-Refusing Context Relevant Fine-grained Safety Steering in LLMs ↗Shaona Ghosh, Amrita Bhattacharjee, Yftah Ziser et al.1 citation
A Text-Based Recommender System that Leverages Explicit Affective State Preferences ↗Tonmoy Hasan, Razvan Bunescu1 citation
AERA Chat: An Interactive Platform for Automated Explainable Student Answer Assessment ↗Jiazheng Li, Artem Bobrov, Runcong Zhao et al. · System Demonstrations1 citation
AFRIDOC-MT: Document-level MT Corpus for African Languages ↗Jesujoba Oluwadara Alabi, Israel Abebe Azime, Miaoran Zhang et al.1 citation
AI Knowledge Assist: An Automated Approach for the Creation of Knowledge Bases for Conversational AI Agents ↗Md Tahmid Rahman Laskar, Julien Bouvier Tremblay, Xue-Yong Fu et al. · Industry Track1 citation
AI Sees Your Location–-But With A Bias Toward The Wealthy World ↗Jingyuan Huang, Jen-tse Huang, Ziyi Liu et al.1 citation
AIPOM: Agent-aware Interactive Planning for Multi-Agent Systems ↗Hannah Kim, Kushan Mitra, Chen Shen et al. · System Demonstrations1 citation
AIR: Complex Instruction Generation via Automatic Iterative Refinement ↗Wei Liu, Yancheng He, Yu Li et al.1 citation
ALLabel: Three-stage Active Learning for LLM-based Entity Recognition using Demonstration Retrieval ↗Zihan Chen, Lei Shi, Weize Wu et al.1 citation
AM4DSP: Argumentation Mining in Structured Decentralized Discussion Platforms for Deliberative Democracy ↗Sofiane Elguendouze, Lucas Anastasiou, Erwan Hain et al. · System Demonstrations1 citation
AdaSteer: Your Aligned LLM is Inherently an Adaptive Jailbreak Defender ↗Weixiang Zhao, Jiahe Guo, Yulin Hu et al.1 citation
AdamS: Momentum Itself Can Be A Normalizer for LLM Pretraining and Post-training ↗Huishuai Zhang, Bohan Wang, Luoxin Chen1 citation
Adapting Bias Evaluation to Domain Contexts using Generative Models ↗Tamara Quiroga, Felipe Bravo-Marquez, Valentin Barriere1 citation
Add-One-In: Incremental Sample Selection for Large Language Models via a Choice-Based Greedy Paradigm ↗Zhuo Li, Yuhao Du, Xiaoqi Jiao et al.1 citation
Addressing Tokenization Inconsistency in Steganography and Watermarking Based on Large Language Models ↗Ruiyi Yan, Yugo Murawaki1 citation
Advancing Arabic Diacritization: Improved Datasets, Benchmarking, and State-of-the-Art Models ↗Abubakr Mohamed, Hamdy Mubarak1 citation
Aligning Text/Speech Representations from Multimodal Models with MEG Brain Activity During Listening ↗Padakanti Srijith, Khushbu Pahwa, Radhika Mamidi et al. · 🏆 SAC Highlight Award1 citation
Alignment-Augmented Speculative Decoding with Alignment Sampling and Conditional Verification ↗Jikai Wang, Zhenxu Tian, Juntao Li et al.1 citation
Ambiguity Awareness Optimization: Towards Semantic Disambiguation for Direct Preference Optimization ↗Jian Li, Shenglin Yin, Yujia Zhang et al.1 citation
Analysing Chain of Thought Dynamics: Active Guidance or Unfaithful Post-hoc Rationalisation? ↗Samuel Lewis-Lim, Xingwei Tan, Zhixue Zhao et al.1 citation
Answer Convergence as a Signal for Early Stopping in Reasoning ↗Xin Liu, Lu Wang1 citation
AnyMAC: Cascading Flexible Multi-Agent Collaboration via Next-Agent Prediction ↗Song Wang, Zhen Tan, Zihan Chen et al.1 citation
Are Checklists Really Useful for Automatic Evaluation of Generative Tasks? ↗Momoka Furuhashi, Kouta Nakayama, Takashi Kodama et al.1 citation
Are Large Language Models Chronically Online Surfers? A Dataset for Chinese Internet Meme Explanation ↗Yubo Xie, Chenkai Wang, Zongyang Ma et al.1 citation
Are Stereotypes Leading LLMs' Zero-Shot Stance Detection ? ↗Anthony Dubreuil, Antoine Gourru, Christine Largeron et al.1 citation
Aspect-Oriented Summarization for Psychiatric Short-Term Readmission Prediction ↗WonJin Yoon, Boyu Ren, Spencer Thomas et al.1 citation
Assay2Mol: Large Language Model-based Drug Design Using BioAssay Context ↗Yifan Deng, Spencer S Ericksen, Anthony Gitter1 citation
Assumed Identities: Quantifying Gender Bias in Machine Translation of Gender-Ambiguous Occupational Terms ↗Orfeas Menis Mastromichalakis, Giorgos Filandrianos, Maria Symeonaki et al.1 citation
Attacks by Content: Automated Fact-checking is an AI Security Issue ↗Michael Sejr Schlichtkrull1 citation
Attention Eclipse: Manipulating Attention to Bypass LLM Safety-Alignment ↗Pedram Zaree, Md Abdullah Al Mamun, Quazi Mishkatul Alam et al.1 citation
AttributeForge: An Agentic LLM Framework for Automated Product Schema Modeling ↗Yunhan Huang, Klevis Ramo, Andrea Iovine et al. · Industry Track1 citation
Auto prompting without training labels: An LLM cascade for product quality assessment in e-commerce catalogs ↗Soham Satyadharma, Fatemeh Sheikholeslami, Swati Kaul et al. · Industry Track1 citation
AutoIntent: AutoML for Text Classification ↗Ilya Alekseev, Roman Solomatin, Darina Rustamova et al. · System Demonstrations1 citation
AutoSDT: Scaling Data-Driven Discovery Tasks Toward Open Co-Scientists ↗Yifei Li, Hanane Nour Moussa, Ziru Chen et al.1 citation
BRSpeech-DF: A Deep Fake Synthetic Speech Dataset for Portuguese Zero-Shot TTS ↗Alexandre Costa Ferro Filho, Rafaello Virgilli, Lucas Alcantara Souza et al.1 citation
BSFA: Leveraging the Subspace Dichotomy to Accelerate Neural Network Training ↗WenJie Zhou, Bohan Wang, Wei Chen et al.1 citation
BTC-SAM: Leveraging LLMs for Generation of Bias Test Cases for Sentiment Analysis Models ↗Zsolt T. Kardkovács, Lynda Djennane, Anna Field et al.1 citation
Benchmarking Deep Search over Heterogeneous Enterprise Data ↗Prafulla Kumar Choubey, Xiangyu Peng, Shilpa Bhagavath et al. · Industry Track1 citation
Benchmarking and Mitigating MCQA Selection Bias of Large Vision-Language Models ↗Md. Atabuzzaman, Ali Asgarov, Chris Thomas1 citation
Beyond Checkmate: Exploring the Creative Choke Points for AI Generated Texts ↗Nafis Irtiza Tripto, Saranya Venkatraman, Mahjabin Nahar et al.1 citation
Beyond Outlining: Heterogeneous Recursive Planning for Adaptive Long-form Writing with Language Models ↗Ruibin Xiong, Yimeng Chen, Dmitrii Khizbullin et al.1 citation
Beyond Pairwise: Global Zero-shot Temporal Graph Generation ↗Alon Eirew, Kfir Bar, Ido Dagan1 citation
Bias Mitigation or Cultural Commonsense? Evaluating LLMs with a Japanese Dataset ↗Taisei Yamamoto, Ryoma Kumon, Danushka Bollegala et al.1 citation
Biased Tales: Cultural and Topic Bias in Generating Children's Stories ↗Donya Rooein, Vilém Zouhar, Debora Nozza et al.1 citation
BioGraphia: A LLM-Assisted Biological Pathway Graph Annotation Platform ↗Xi Xu, Sumin Jo, Adam Officer et al. · System Demonstrations1 citation
Bitune: Leveraging Bidirectional Attention to Improve Decoder-Only LLMs ↗Dawid Jan Kopiczko, Tijmen Blankevoort, Yuki M Asano1 citation
BrailleLLM: Braille Instruction Tuning with Large Language Models for Braille Domain Tasks ↗Tianyuan Huang, Zepeng Zhu, Hangdi Xing et al.1 citation
Break the Checkbox: Challenging Closed-Style Evaluations of Cultural Alignment in LLMs ↗Mohsinul Kabir, Ajwad Abrar, Sophia Ananiadou1 citation
Breaking Bad Tokens: Detoxification of LLMs Using Sparse Autoencoders ↗Agam Goyal, Vedant Rathi, William Yeh et al.1 citation
Bridging External and Parametric Knowledge: Mitigating Hallucination of LLMs with Shared-Private Semantic Synergy in Dual-Stream Knowledge ↗Yi Sui, Chaozhuo Li, Chen Zhang et al.1 citation
CAT: Causal Attention Tuning For Injecting Fine-grained Causal Knowledge into Large Language Models ↗Kairong Han, Wenshuo Zhao, Ziyu Zhao et al.1 citation
CEMTM: Contextual Embedding-based Multimodal Topic Modeling ↗Amirhossein Abaskohi, Raymond Li, Chuyuan Li et al.1 citation
CHENGYU-BENCH: Benchmarking Large Language Models for Chinese Idiom Understanding and Use ↗Yicheng Fu, Zhemin Huang, Liuxin Yang et al.1 citation
CLARITY: Clinical Assistant for Routing, Inference, and Triage ↗Vladimir Shaposhnikov, Alexandr Nesterov, Ilia Kopanichuk et al. · Industry Track1 citation
CMHG: A Dataset and Benchmark for Headline Generation of Minority Languages in China ↗Guixian Xu, Zeli Su, Ziyin Zhang et al.1 citation
CMedCalc-Bench: A Fine-Grained Benchmark for Chinese Medical Calculations in LLM ↗Yunyan Zhang, Zhihong Zhu, Xian Wu1 citation
COLA: Collaborative Multi-Agent Framework with Dynamic Task Scheduling for GUI Automation ↗Di Zhao, Longhui Ma, Siwei Wang et al.1 citation
CREPE: Rapid Chest X-ray Report Evaluation by Predicting Multi-category Error Counts ↗Gihun Cho, Seunghyun Jang, Hanbin Ko et al.1 citation
CROP: Contextual Region-Oriented Visual Token Pruning ↗Jiawei Guo, Feifei Zhai, Pu Jian et al.1 citation
CTR-Guided Generative Query Suggestion in Conversational Search ↗Erxue Min, Hsiu-Yuan Huang, Xihong Yang et al. · Industry Track1 citation
Calibrating LLMs for Text-to-SQL Parsing by Leveraging Sub-clause Frequencies ↗Terrance Liu, Shuyi Wang, Daniel Preotiuc-Pietro et al.1 citation

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📰 EMNLP 2025: all accepted papers

EMNLP 2025: all accepted papers