ACL 2026: all accepted papers

2,650 papers · page 17 of 27 · the most cited first · ← ACL 2026

METRO: Towards Strategy Induction from Expert Dialogue Transcripts for Non-collaborative Dialogues ↗Haofu Yang, Jiaji Liu, Chen Huang et al. · Long Papers
MIND Your Reasoning: A Meta-Cognitive Intuitive-Reflective Network for Dual-Reasoning in Multimodal Stance Detection ↗Bingbing Wang, Zhengda Jin, Bin Liang et al. · Long Papers
MIND: From Passive Mimicry to Active Reasoning through Capability-Aware Multi-Perspective CoT Distillation ↗Jin Cui, Jiaqi Guo, Jiepeng Zhou et al. · Long Papers
MINTQA: A Multi-Hop Question Answering Benchmark for Evaluating LLMs on New and Long-tail Knowledge ↗Jie He, Nan Hu, Wanqiu Long et al. · Long Papers
MIRTH: Mutual-Information Reasoning with Temporal Hubs for Vision-Language-Action Agents ↗Hao Sun, Yu Song, Teng Shiyu et al. · Long Papers
MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A ↗Hanoz Bhathena, Parin Rajesh Jhaveri, Rohan Mittal et al. · Industry Track
MM-JudgeBias: A Benchmark for Evaluating Compositional Biases in MLLM-as-a-Judge ↗Sua Lee, Sanghee Park, Jinbae Im · Long Papers
MMSciCode: Real-world Evaluation of Multilingual Multi-Discipline Scientific Research Coding ↗Xue Xia, Zheyuan Yang, Arman Cohan et al. · Long Papers
MMTutorBench: The First Multimodal Benchmark for AI Math Tutoring ↗Tengchao Yang, Sichen Guo, Mengzhao Jia et al. · Long Papers
MOA: Multi-Objective Alignment for Role-Playing Agents ↗Chonghua Liao, Ke Wang, Yuchuan Wu et al. · Long Papers
MONETA: Multimodal Industry Classification through Geographic Information with Multi Agent Systems ↗Arda Yüksel, Gabriel Thiem, Susanne Walter et al. · Long Papers
MOOSE-Copilot: A Web-Based Interactive Assistant for Unified Exploratory and Fine-Grained Scientific Hypothesis Discovery ↗Hongran An, Zonglin Yang · System Demonstrations
MPBoCo: Multimodal Prompt-based Boundary-enhanced Continual Framework for Joint Entity and Relation Extraction ↗Guanglu Sun, Xinyu Liu, Lili Liang et al. · Long Papers
MPR-GUI: Benchmarking and Enhancing Multilingual Perception and Reasoning in GUI Agents ↗Ruihan Chen, Qiming Li, Xiaocheng Feng et al. · Long Papers
MQM Re-Annotation: A Technique for Collaborative Evaluation of Machine TranslationParker Riley, Daniel Deutsch, Mara Finkelstein et al. · Long Papersour summary
MSEarth: A Multimodal Benchmark for Earth Science Phenomenon Discovery with MLLMs ↗Xiangyu Zhao, Wanghan Xu, Bo Liu et al. · Long Papers
MSMO-ABSA: Multi-Scale and Multi-Objective Optimization for Cross-Lingual Aspect-Based Sentiment Analysis ↗Chengyan Wu, Bolei Ma, Ningyuan Deng et al. · Long Papers
MT$^3$: A Synergistic Multi-Task RL Framework for Specializing MLLMs in Text Image Machine Translation ↗Zhaopeng Feng, Yupu Liang, Shaosheng Cao et al. · Long Papers
MTA: Multi-Granular Trajectory Alignment for Large Language Model Distillation ↗Pham Khanh Chi, Quoc Phong Dao, Thuat Nguyen et al. · Long Papers
MTA:A Merge-then-Adapt Framework for Personalized Large Language Models ↗Xiaopeng Li, Yuanjin Zheng, Wanyu Wang et al. · Long Papers
MTIVE: Multi-Task Image Verification Engine Using Vision-Language Models for E-commerce ↗Yu-Tong Cao, Vishnu Prabhakaran, Arunita Das et al. · Industry Track
MTR-Bench: A Comprehensive Benchmark for Multi-Turn Reasoning Evaluation ↗Xiaoyuan Li, Keqin Bao, Yubo Ma et al. · Long Papers
MTR-Suite: A Framework for Evaluating and Synthesizing Conversational Retrieval Benchmarks ↗Junhao Ruan, Abudukeyumu Abudula, Bei Li et al. · Long Papers
MTRouter: Cost-Aware Multi-Turn LLM Routing with History–Model Joint Embeddings ↗Yiqun Zhang, Hao Li, Zihan Wang et al. · Long Papers
MTSQL-R1: Towards Long-Horizon Multi-Turn Text-to-SQL via Agentic Training ↗Taicheng Guo, Hai Wang, Chaochun Liu et al. · Long Papers
MUR: Momentum Uncertainty guided Reasoning for Large Language Models ↗Hang Yan, Fangzhi Xu, Rongman Xu et al. · Long Papers
MUSEG: Reinforcing Video Temporal Understanding via Timestamp-Aware Multi-Segment Grounding ↗Fuwen Luo, Shengfeng Lou, Chi Chen et al. · Long Papers
MUTANT: A Recipe for Multilingual Tokenizer Design ↗Souvik Rana, Ashish Kulkarni, Arul Menezes et al. · Long Papers
MVP: Enhancing Video Large Language Models via Self-supervised Masked Video Prediction ↗Xiaokun Sun, Zezhong Wu, Zewen Ding et al. · Long Papers
MaDS: Long-Horizon GUI Automation via Synergizing Dual-Layer Memory and Multi-Round Debate ↗Pengchen Chen, Shi Chen, Qiming Ye et al. · Long Papers
Macaron: Controlled, Human-Written Benchmark for Multilingual and Multicultural Reasoning via Template-Filling ↗Alaa Elsetohy, Sama Hadhoud, Haryo Akbarianto Wibowo et al. · Long Papers
MagicBench: Diagnosing Visual Agency Loss and Semantic Dependency in Multimodal LLMs ↗Tang Da Huang, Weidong Tang, Wen Qi Xu et al. · Long Papers
Make LLMs See Like Investigators, Not Just Think More: The Role of Structured Analysis in Investigative Reasoning ↗Jaewook Lee, Myeong-Cheol Kang, Jong-hun Shin · Long Papers
Make Mechanistic Interpretability Auditable: A Call to Develop Guidelines via Continuous Collaborative Reviewing ↗Michael Lan, Narmeen Fatimah Oozeer, Chaithanya Bandi et al. · Long Papers
MalruleLib: Large-Scale Executable Misconception Reasoning with Step Traces for Modeling Student Thinking in Mathematics ↗Xinghe Chen, Naiming Liu, Shashank Sonkar · Long Papers
Mango: Multi-Agent Web Navigation via Global-View Optimization ↗Weixi Tong, Yifeng Di, Tianyi Zhang · Long Papers
Map of Encoders – Mapping Sentence Encoders using Quantum Relative Entropy ↗Gaifan Zhang, Danushka Bollegala · Long Papers
Mapping the Circumplex of Affect: Geometric Analysis of Emotion Representations via Hyperspherical Contrastive Learning ↗Yusuke Yamauchi, Akiko Aizawa · Long Papers · 🏆 Best Theme Paper
Market-Bench: Benchmarking Large Language Models on Economic and Trade Competition ↗Yushuo Zheng, Huiyu Duan, Zicheng Zhang et al. · Long Papers
Markovian Linguistic-Temporal Bridge: Unlocking the Potential of LLMs for Time Series Forecasting ↗Siming Sun, Kai Zhang, Xuejun Jiang et al. · Long Papers
Mask-to-Correct$^+$: Leveraging Retriever Diversity for Masking-guided Faithful Fact Correction ↗Payel Santra, Lavisha Sharma, Madhusudan Ghosh et al. · Long Papers
Masked by Consensus: Disentangling Privileged Knowledge in LLM Correctness ↗Tomer Ashuach, Shai Gretz, Yoav Katz et al. · Long Papers
Massively Multilingual Joint Segmentation and Glossing ↗Michael Ginn, Lindia Tjuatja, Enora Rice et al. · Long Papers · 🏆 Outstanding Paper
MatchTIR: Fine-Grained Supervision for Tool-Integrated Reasoning via Bipartite Matching ↗Changle Qu, Sunhao Dai, Hengyi Cai et al. · Long Papers
MathCanvas: Intrinsic Visual Chain-of-Thought for Multimodal Mathematical Reasoning ↗Weikang Shi, Aldrich Yu, Rongyao Fang et al. · Long Papers
MathFlow: Enhancing the Perceptual Flow of MLLMs for Visual Mathematical Problems ↗Shuhang Chen, Hangjie Yuan, Yunqiu Xu et al. · Long Papers
MathSight: A Benchmark Exploring Have Vision-Language Models Really Seen in University-Level Mathematical Reasoning? ↗Yuandong Wang, Yao Cui, Yuxin Zhao et al. · Long Papers
Mathematical Proof as a Litmus Test: Revealing Failure Modes of Advanced Large Reasoning Models ↗Dadi Guo, Jiayu Liu, Zhiyuan Fan et al. · Long Papers
MauBERT: Universal Phonetic Inductive Biases for Few-Shot Acoustic Units Discovery ↗Angelo Ortiz Tandazo, Manel Khentout, Youssef Benchekroun et al. · Long Papers · 🏆 Outstanding Paper
MavenCoder: Competitive Code Generation via Model Adaptive Planning Strategies and Multi-Perspective Verification Enhancement ↗ZhenChun Xu, Yi Cai, Dajun Zheng et al. · Long Papers
Maximizing Local Entropy Where It Matters: Prefix-Aware Localized LLM Unlearning ↗Naixin Zhai, Pengyang Shao, Binbin Zheng et al. · Long Papers · 🏆 Outstanding Paper
Measure Twice, Click Once: Co-evolving Proposer and Visual Critic via Reinforcement Learning for GUI Grounding ↗Wenkai Wang, Xiyun Li, Hongcan Guo et al. · Long Papers
Measuring Distribution Shift in User Prompts and Its Effects on LLM Performance ↗Parker Seegmiller, Sarah Masud Preum · Long Papers
Measuring Social Bias in Vision-Language Models with Face-Only Counterfactuals from Real Photos ↗Haodong Chen, Qiang Huang, Jiaqi Zhao et al. · Long Papers
Measuring User's Mental Models of Speech Translation in Human-AI Collaboration ↗HyoJung Han, Nishant Balepur, Jordan Lee Boyd-Graber et al. · Long Papers
Measuring What Matters!! Assessing Therapeutic Principles in Mental-Health Conversation ↗Abdullah Mazhar, Het Riteshkumar Shah, Aseem Srivastava et al. · Long Papers
Measuring and Mitigating Racial Bias in Embedding Models: A Comparative Study for Law Enforcement Retrieval ↗Archan Dutta · Industry Track
Measuring and Mitigating Shortcut Reliance in Language Models with Probe-Based Representation Entanglement ↗Divyajot Singh · Student Research Workshop
Mechanistic Analysis Of Universality: Numerical Comparison Circuits Across Transformer Architectures ↗Arya Bhardia, Julian Ramirez, Siddhanta Verma et al. · Student Research Workshop
Mechanistic Interpretability Should Prioritize Feature Consistency in Sparse Autoencoders ↗Xiangchen Song, Aashiq Muhamed, Yujia Zheng et al. · Long Papers
MedEinst: Benchmarking the Einstellung Effect in Medical LLMs through Counterfactual Differential Diagnosis ↗Wenting Chen, Guolin Huang, Wenxuan Wang et al. · Long Papers
MedForge: Interpretable Medical Deepfake Detection via Forgery-aware Reasoning ↗Zhihui Chen, Kai He, Qingyuan Lei et al. · Long Papers
MedMCP-Calc: Benchmarking LLMs for Realistic Medical Calculator Scenarios via MCP Integration ↗Yakun Zhu, Yutong Huang, Shengqian Qin et al. · Long Papers
MedVerse: Efficient and Reliable Medical Reasoning via DAG-Structured Parallel Execution ↗Jianwen Chen, Xinyu Yang, Peng Xia et al. · Long Papers
MediEval: A Unified Medical Benchmark for Patient-Contextual and Knowledge-Grounded Reasoning in LLMs ↗Zhan Qu, Michael Färber · Long Papers · 🏆 Outstanding Paper
Media-to-Insights: A Multi-Agent AI System for Continuous Media Monitoring, Analysis, and Reporting ↗Ashraf Hatim Elneima, Ozan Yilmaz, Hadi Nasrallah et al. · System Demonstrations
Mediocrity is the key for LLM as a Judge Anchor Selection ↗Shachar Don-Yehiya, Asaf Yehudai, Leshem Choshen et al. · Long Papers
MeepleLM: A Virtual Playtester Simulating Diverse Subjective Experiences ↗Zizhen Li, Chuanhao Li, Yibin Wang et al. · Long Papers
Mem$^2$Evolve: Towards Self-Evolving Agents via Co-Evolutionary Capability Expansion and Experience Distillation ↗Zihao Cheng, Zeming Liu, Yingyu Shan et al. · Long Papers
MemBuilder: Reinforcing LLMs for Long-Term Memory Construction via Attributed Dense Rewards ↗Zhiyu Shen, Ziming Wu, Fuming Lai et al. · Long Papers
MemCoRL: Alternating Co-Optimization of Memory Retrieval and Utilization via Collaborative Reinforcement Learning ↗Yuewen Liu, Peng Xu, Muxi Diao et al. · Long Papers
MemRec: Collaborative Memory-Augmented Agentic Recommender System ↗Weixin Chen, Yuhan Zhao, Jingyuan Huang et al. · Long Papers
MemoPhishAgent: Memory-Augmented Multi-Modal LLM Agent for Phishing URL Detection ↗Xuan Chen, Hao Liu, Tao Yuan et al. · Industry Track
Memorization, Emergence, and Explaining Reversal Failures: A Controlled Study of Relational Semantics in LLMs ↗Yihua Zhu, Qianying Liu, Jiaxin Wang et al. · Long Papers
Memory efficiency and resource-rational encoding in sentence processing ↗Weijie Xu, Brian Dillon, Richard Futrell · Long Papers · 🏆 Best Paper
Memory-Augmented LLM-based Multi-Agent System for Automated Feature Generation on Tabular Data ↗FengXian Dong, Zhi Zheng, Xiao Han et al. · Long Papers
Memory-Efficient Structured Backpropagation for On-Device LLM Fine-Tuning ↗JuneYoung Park, Yuri Hong, Seongwan Kim et al. · Industry Track
MentalSeek-Dx: Towards Progressive Hypothetico-Deductive Reasoning for Real-world Psychiatric Diagnosis ↗Xiao Sun, Ymyang, Xinyi Jiang et al. · Long Papers
Merging Triggers, Breaking Backdoors: Defensive Poisoning for Instruction-Tuned Language Models ↗San Kim, Gary Lee · Long Papers
Merlin's Whisper: Enabling Efficient Reasoning in Large Language Models via Black-box Persuasive Prompting ↗Heming Xia, Cunxiao Du, Rui Li et al. · Long Papers
MessToClean: Evidence-Grounded Structure-Preserving Reconstruction for Real-World Degraded Exam Paper Images ↗Jiayi Tuo, Cheng Tang, Zihan Wang et al. · Long Papers
MetFuse: Figurative Fusion between Metonymy and Metaphor ↗Saptarshi Ghosh, Tianyu Jiang · Long Papers
MetaBench: A Multi-task Benchmark for Assessing LLMs in Metabolomics ↗Yuxing Lu, Xukai Zhao, J. Ben Tamo et al. · Long Papers
Metaphor Reasoning is Meta-reasoning ↗Qianyu He, Junting Lu, Yikai Zhang et al. · Long Papers
MicroC-KT: Modeling Community Effect via Learning Micro-Environment for Evidence-Grounded Explainable Knowledge Tracing ↗Zhiyi Duan, Zixing Shi, Bing Jia et al. · Long Papers
Min-$k$ Sampling: Decoupling Truncation from Temperature Scaling via Relative Logit Dynamics ↗Yuanhao Ding, Meimingwei Li, Esteban Garces Arias et al. · Long Papers
Mind Reader: Latent User Demand-Guided Content Optimization for Generative Search Engine ↗Tong Chen, JiaWei Guo, Yuxi Li et al. · Long Papers
Mind the (DH) Gap! A Contrast in Risky Choices Between Reasoning and Conversational LLMs ↗Luise Ge, Yongyan Zhang, Yevgeniy Vorobeychik · Long Papers · 🏆 Outstanding Paper
Mind the Gap in Cultural Alignment: Task-Aware Culture Management for Large Language Models ↗Binchi Zhang, Xujiang Zhao, Jundong Li et al. · Long Papers
Mind the Gap: Multilingual Divide in LLM Bias Detection and Reasoning ↗Medha Hira, Prachi Goyal, Raj Maheshwari et al. · Student Research Workshop
Mind the Pause: Disfluency-Aware Objective Tuning for Multilingual Speech Correction with LLMs ↗Deepak Kumar, Baban Gain, Asif Ekbal · Long Papers
Mind's Eye: A Benchmark of Visual Abstraction, Transformation and Composition for Multimodal LLMs ↗Rohit Sinha, Aditya Sanjiv Kanade, Sai Srinivas Kancheti et al. · Long Papers
Miner: Mining Intrinsic Mastery for Data-Efficient RL in Large Reasoning Models ↗Shuyang Jiang, Yuhao Wang, Ya Zhang et al. · Long Papers
Minimal Free Resolution Guided Adaptive Tree Reasoning ↗Dezhao Tang, Meihan Liu, Yulai Tong et al. · Long Papers
MirageBackdoor: A Stealthy Attack that Induces Think-Well-Answer-Wrong Reasoning ↗Yizhe Zeng, Wei Zhang, Yunpeng Li et al. · Long Papers
MirrorCAPTCHA: Wild CAPTCHA, Wild Distribution, Wild Web-based Platform Meet Multimodal LLM Agents ↗Xiangyu Wu, Yuwei Hu, Tianyu Cui et al. · Long Papers
MirrorQA: Benchmarking Multimodal LLMs on Mirror-Orientation Reasoning ↗Jingping Liu, Xingchen Peng, Yan Zhou et al. · Long Papers
Mirroring Users: Towards Building Preference-aligned User Simulator with User Feedback in Recommendation ↗Tianjun Wei, Huizhong Guo, Yingpeng Du et al. · Long Papers
Mitigating Action-Relation Hallucinations in LVLMs via Relation-aware Visual Enhancement ↗Zhenxin Qin, Qiang Li, Qingzhuo Wang et al. · Long Papers
Mitigating Context Interference for Reliable and Efficient Search Agents ↗Boyang Xue, Bin Wu, Shuofei Qiao et al. · Long Papers

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📰 ACL 2026: all accepted papers

ACL 2026: all accepted papers