ACL 2026: all accepted papers
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- Learn to Relax with Large Language Models: Solving Constraint Optimization Problems via Bidirectional Coevolution ↗Beidan Liu, Zhengqiu Zhu, Chen Gao et al. · Long Papers
- LearnerCoMPASS: Intelligent Tutoring System with Dynamic Cognitive Diagnosis and Multi-Model Path Planning ↗Ziji Sheng, Guiyao Tie, Weidong Wang et al. · Long Papers
- Learning Diverse Responses with Prefix-Conditioned Supervised Fine-Tuning ↗Zhiyuan Fan, Guanqiao Chen, Yanyi Huang et al. · Long Papers
- Learning Faster with Better Tokens: Parameter-Efficient Vocabulary Adaptation for Specialized Text Summarization ↗Gunjan Balde, Soumyadeep Roy, Mainack Mondal et al. · Long Papers
- Learning How and What to Memorize: Cognition-Inspired Two-Stage Optimization for Evolving Memory ↗Derong Xu, Shuochen Liu, Pengfei Luo et al. · Long Papers
- Learning Invariant Modality Representation for Robust Multimodal Learning from a Causal Inference Perspective ↗Sijie Mai, Shiqin Han · Long Papers
- Learning More from Less: Exploiting Counterfactuals for Data-Efficient Chart Understanding ↗Jianzhu Bao, Haozhen Zhang, Kuicai Dong et al. · Long Papers
- Learning Selective LLM Autonomy from Copilot Feedback in Enterprise Customer Support Workflows ↗Nikita Borovkov, Elisei Rykov, Olga Tsymboi et al. · Industry Track
- Learning Shortcut Models for Efficient Recursive Reasoning ↗Shiv Shankar · Student Research Workshop
- Learning Uncertainty from Sequential Internal Dispersion in Large Language Models ↗Ponhvoan Srey, Xiaobao Wu, Cong-Duy T Nguyen et al. · Long Papers
- Learning What Matters: Dynamic Dimension Selection and Aggregation for Interpretable Vision-Language Reward Modeling ↗Qiyuan Chen, Hongsen Huang, Jiahe Chen et al. · Long Papers
- Learning What to Ignore: Mitigating Negative Transfer in Medical Knowledge Fusion via Clinical Task-Adaptive Selection ↗Xinyan Deng, Shoubin Dong, Xiaorou Zheng · Long Papers
- Learning While Staying Curious: Entropy-Preserving Supervised Fine-Tuning via Adaptive Self-Distillation for Large Reasoning Models ↗Hao Wang, Hao Gu, Hongming Piao et al. · Long Papers
- Learning from Cognition: Enhancing RL Efficiency for LLM Reasoning via Hierarchical Metacognitive Decomposition and Refinement ↗Zexu Sun, Yongcheng Zeng, Erxue Min et al. · Long Papers
- Learning from Contrasts: Synthesizing Reasoning Paths from Diverse Search Trajectories ↗Peiyang Liu, Zhirui Chen, Xi Wang et al. · Long Papers
- Learning from Emptiness: De-biasing Listwise Rerankers with Content-Agnostic Probability Calibration ↗Hang Lv, Hongchao Gu, Ruiqing Yang et al. · Short Papers
- Learning from Evolving Training Dynamics: An Entropy-Maximizing Data Curation Strategy for LLM Supervised Post-Training ↗Mengxiang Zhang, Lingyuan Liu · Long Papers
- Learning from Mistakes: Negative Reasoning Samples Enhance Out-of-Domain Generalization ↗Tian Xueyun, MingHua Ma, Bingbing Xu et al. · Long Papers
- Learning from Near-Misses: Error-Aware Contrastive Few-Shot Learning for NL2Formula ↗Zhihao Shuai, Yiyun Chen, Maolin Ma et al. · Long Papers
- Learning from Textual Radiology Reports: A Benchmark Dataset for Coronary CT Angiography ↗Sudharshan Balaji, Zhiyu Liu, Zhengyuan Jiang et al. · Industry Track
- Learning from the Irrecoverable: Error-Localized Policy Optimization for Tool-Integrated LLM Reasoning ↗Qiao Liang, Yuke Zhu, Chao Ge et al. · Long Papers
- Learning to Conceal Risk: Controllable Multi-turn Red Teaming for LLMs in the Financial Domain ↗Gang Cheng, Haibo Jin, Wenbin Zhang et al. · Long Papers
- Learning to Edit Knowledge via Instruction-based Chain-of-Thought Prompting ↗Jinhu Fu, Yan Bai, Longzhu He et al. · Long Papers
- Learning to Select: Query-Aware Adaptive Dimension Selection for Dense Retrieval ↗Zhanyu Wu, Richong Zhang, Zhijie Nie · Long Papers
- Learning to Think on Hypergraph: HyperCoT for Structure-Guided N-ary Knowledge Graph Completion ↗Mengxue Yang, Jinming Li, Chun Yang et al. · Long Papers
- Leave My Images Alone: Preventing Multi-Modal Large Language Models from Analyzing Images via Visual Prompt Injection ↗Zedian Shao, Hongbin Liu, Yuepeng Hu et al. · Long Papers
- LegalChainReasoner: Grounding Criminal Judicial Opinion Generation via Structured Legal Chains ↗Weizhe Shi, Qiqi Wang, Yihong Pan et al. · Long Papers
- LegalDrill: Diagnosis-Driven Synthesis for Legal Reasoning in Small Language Models ↗Tianchun Li, Haochen Liu, Vishwa Pardeshi et al. · Industry Track
- LegalGraphRAG: Multi-Agent Graph Retrieval-Augmented Generation for Reliable Legal Reasoning ↗Zerui Chen, Qinggang Zhang, Zhishang Xiang et al. · Long Papers
- Leibniz: Theory-of-Mind Driven Neuro-Symbolic Logical Reasoning via Multi-Agent Collaboration ↗Yue Fan, Hu Zhang, Yunxiao Zhao et al. · Long Papers
- Less Languages, Less Tokens: An Efficient Unified Logic Cross-lingual Chain-of-Thought Reasoning Framework ↗Chenyuan Zhang, Qiguang Chen, Xie Chen et al. · Long Papers
- Less is More: Improving LLM Reasoning with Minimal Test-Time Intervention ↗Zhen Yang, Mingyang Zhang, Feng Chen et al. · Long Papers
- Let LLM Tutors Ask First: Proactive LLM-Based Tutoring at Scale in a 1,500-Student Online Classroom ↗Jonghoon Lee, Geonjae Youn, Seongmin Lee et al. · Industry Track
- Leveraging Outline-Optimized Generative Interactions and Critique for Self-Refining Outlines with Reinforcement Learning ↗Hengwei Liu, Haoyuan Ma, Qingqing Lyu et al. · Long Papers
- LexRel: Benchmarking Legal Relation Extraction for Chinese Civil Cases ↗Yida Cai, Ranjuexiao Hu, Huiyuan Xie et al. · Long Papers
- LiGen: Active Lipid Generation via a Molecular Language Model ↗Ying Zhan, Xiuqi Tang, Yan Zhang et al. · Long Papers
- LiTS: A Modular Framework for LLM Tree Search ↗Xinzhe Li, Yaguang Tao · System Demonstrations
- Lifting Optimized Binaries to Canonical Compiler IR via Structure-Aware Retrieval and Iterative Verification ↗Xiaoao Zhu, Jie Ren, Zhiqiang Li et al. · Long Papers
- LightReasoner: Can Small Language Models Teach Large Language Models Reasoning? ↗Jingyuan Wang, Yankai Chen, Zhonghang Li et al. · Long Papers
- Lightweight and Faithful Visual Condition Checking in Behavior Trees via Expert-Regularized Reinforcement Learning ↗Hyosik Moon, Eldan Cohen · Long Papers
- Limited Linguistic Diversity in Embodied AI Datasets ↗Selma Liliane Wanna, Agnes Luhtaru, Jonathan Salfity et al. · Long Papers
- Linear-Time and Constant-Memory Text Embeddings Based on Recurrent Language Models ↗Tobias Grantner, Emanuel Sallinger, Martin Flechl · Long Papers
- Lingua-Graph: A Unified Representation of Cross-Task Common Substructures for Analytic Language Processing ↗Mingming Sun, Runze Jiang, Zhu Zhangchenxi et al. · Long Papers
- Linguistically-Informed Evaluation of LLMs on Acceptability Judgments in a Forced-Choice Paradigm ↗Ziyue Liu, Nils Reiter · Student Research Workshop
- LinkNav: Surfacing Interconnected Information in Scientific Articles ↗Sebastian Antony Joseph, Jennifer Healey, Junyi Jessy Li et al. · System Demonstrations
- LinkQA: Synthesizing Diverse QA from Multiple Seeds Strongly Linked by Knowledge Points ↗Xuemiao Zhang, Can Ren, Chengying Tu et al. · Long Papers
- Listening Like Humans: Semantics-Guided Noise-Robust Multimodal Speech Recognition ↗Yan Fang, Jun Chen, Yian Yao et al. · Long Papers
- LiveCLKTBench: Towards Reliable Evaluation of Cross-Lingual Knowledge Transfer in Multilingual LLMs ↗Pei-Fu Guo, Yun-Da Tsai, Chun-Chia Hsu et al. · Long Papers
- LiveCultureBench: a Multi-Agent, Multi-Cultural Benchmark for Large Language Models in Dynamic Social Simulations ↗Viet Thanh Pham, Lizhen Qu, Thuy-Trang Vu et al. · Long Papers
- Lizard: An Efficient Linearization Framework for Large Language Models ↗Chien Van Nguyen, Huy Huu Nguyen, Ruiyi Zhang et al. · Long Papers
- LoCar: Localization-Aware Evaluation of In-Vehicle Assistants through Fine-Grained Sociolinguistic Control ↗Seogyeong Jeong, Kiwoong Park, Seyoung Song et al. · Industry Track
- LoPT: Lossless Parallel Tokenization Acceleration for Long Context Inference of Large Language Model ↗Wei Shao, Zheng Lingchao, Pengyu Wang et al. · Long Papers
- LoRA on the Go: Instance-level Dynamic LoRA Selection and Merging ↗Seungeon Lee, Soumi Das, Manish Gupta et al. · Long Papers
- LoVeC: Reinforcement Learning for Better Verbalized Confidence in Long-Form Generation ↗Caiqi Zhang, Xiaochen Zhu, Chengzu Li et al. · Long Papers
- Localized Low-Rank Adaptation within Clustered Parameter Subspaces ↗Jiahao Xiong, Yihe Liu, Xianming Hu et al. · Long Papers
- Locate and Explain: Joint Multimodal Emotion Cause Extraction and Summarization in Conversation ↗Jikun Wan, Chen Gong, Guohong Fu · Long Papers
- Location Not Found: Exposing Implicit Local and Global Biases in Multilingual LLMs ↗Guy Mor-Lan, Omer Goldman, Matan Eyal et al. · Long Papers
- Locket: Robust Feature-Locking Technique for Language Models ↗Lipeng He, Vasisht Duddu, N. Asokan · Long Papers
- Locomo-Plus: Beyond-Factual Cognitive Memory Evaluation Framework for LLM Agents ↗Yifei Li, Weidong Guo, Lingling Zhang et al. · Long Papers
- Logic Matters in Lightweight Hallucination Classification for RAG System ↗Ningyuan Yang, Kaizhu Huang · Long Papers
- LogicEval: A Systematic Framework for Evaluating Automated Repair Techniques for Logical Vulnerabilities in Real-World Software ↗Syed Md Mukit Rashid, Abdullah Al Ishtiaq, Kai Tu et al. · Long Papers
- LogicPoison: Logical Attacks on Graph Retrieval-Augmented Generation ↗Yilin Xiao, Jin Chen, Qinggang Zhang et al. · Long Papers
- Logical Consistency as a Bridge: Improving LLM Hallucination Detection via Label Constraint Modeling between Responses and Self-Judgments ↗Hao Mi, Qiang Sheng, Shaofei Wang et al. · Long Papers
- LogosKG: Hardware-Optimized Scalable and Interpretable Knowledge Graph Retrieval ↗He Cheng, Yifu Wu, Saksham Khatwani et al. · Long Papers
- Long-Chain Reasoning Distillation via Adaptive Prefix Alignment ↗Zhenghao Liu, Zhuoyang Wu, Xinze Li et al. · Long Papers
- Long-Context Reasoning Through Proxy-Based Chain-of-Thought Tuning ↗Miao Li, Irina Saparina, Alexander Gurung et al. · Long Papers
- LongSpec: Long-Context Lossless Speculative Decoding with Efficient Drafting and Verification ↗Penghui Yang, Cunxiao Du, Fengzhuo Zhang et al. · Long Papers
- LongTutor: Benchmarking Large Language Models for Long-term Personalized Tutoring ↗Ning Li, Zheng Zhang, Zhenya Huang et al. · Long Papers
- Look Less, Reason More: Rollout-Guided Adaptive Pixel-Space Reasoning ↗Xuchen Li, Xuzhao Li, Jiahui Gao et al. · Long Papers
- Look Light, Think Heavy: What Multimodal Chain-of-Thought Reasoning Can and Cannot Do ↗Zhuoran Jin, Kejian Zhu, Hongbang Yuan et al. · Long Papers
- Look Within or Beyond? A Theoretical Comparison Between Parameter-Efficient and Full Fine-Tuning ↗YongKang Liu, Xingle Xu, Ercong Nie et al. · Long Papers
- Looking Beyond the One: Operationalizing and Eliciting Visual Ambiguity in VLLMs ↗Yuchong Chen, Bowei Zou, Yuhan Chen et al. · Long Papers
- Looking at Radiology Report Generation through a Causal Lens: A Survey ↗Satyam Kumar, Kaustubh Shivshankar Shejole, Pushpak Bhattacharyya · Long Papers
- Losing our Tail, Again: (Un)Natural Selection & Multilingual LLMs ↗Eva Vanmassenhove · Long Papers
- Lost in Execution: On the Multilingual Robustness of Tool Calling in Large Language Models ↗Zheng Luo, T Pranav Kutralingam, Ogochukwu N. Okoani et al. · Long Papers
- Lost in Translation, and Found: Detecting and Interpreting Translation Effects ↗Shira Wein, Anna Serbina, Jiyuan Ji et al. · Long Papers
- Lost in the Mix: Evaluating LLM Understanding of Code-Switched Text ↗Amr Mohamed, Yang Zhang, Michalis Vazirgiannis et al. · Long Papers
- Lying with Truths: Open-Channel Multi-Agent Collusion for Belief Manipulation via Generative Montage ↗Jinwei Hu, Xinmiao Huang, Youcheng Sun et al. · Long Papers · 🏆 Outstanding Paper
- M$^2$PO: Multi-Perspective Multi-Pair Preference Optimization for Machine Translation ↗Hao Wang, Linlong Xu, Heng Liu et al. · Long Papers
- M$^3$-VQA: A Benchmark for Multimodal, Multi-Entity, Multi-Hop Visual Question Answering ↗Jiatong Ma, Longteng Guo, Yuchen Liu et al. · Long Papers
- MAB-DQA: Addressing Query Aspect Importance in Document Question Answering with Multi-Armed Bandits ↗Yixin Xiang, Yunshan Ma, Xiaoyu Du et al. · Long Papers
- MACS: Modality-Aware Capacity Scaling for Efficient Multimodal MoE Inference ↗Bo Li, Chuan Wu, Shaolin Zhu · Long Papers
- MADE: A Living Benchmark for Multi-Label Text Classification with Uncertainty Quantification of Medical Device Adverse Events ↗Raunak Agarwal, Markus A. Wenzel, Simon Baur et al. · Long Papers
- MAESTRO: Meta-learning Adaptive Estimation of Scalarization Trade-offs for Reward Optimization ↗Yang Zhao, Hepeng Wang, Xiao Ding et al. · Long Papers
- MAGIC: Deep Geometric Evolution with Structural Consensus for Temporal Knowledge Graph Reasoning ↗Chengao Liu, Yuan Li, Yingze Wang et al. · Long Papers
- MAGNET: Towards Adaptive GUI Agents with Memory-Driven Knowledge Evolution ↗Libo Sun, Jiwen Zhang, Siyuan Wang et al. · Long Papers
- MARCH: Multi-Agent Reinforced Check for Hallucination ↗Zhuo Li, Yupeng Zhang, Pengyu Cheng et al. · Long Papers
- MARD: Module-Aware Reasoning Distillation for Language Models with Adaptive Supervision ↗Wenqi Yang, Jianjun Li, Zhibo Zhang et al. · Long Papers
- MARS$^2$: Scaling Multi-Agent Tree Search via Reinforcement Learning for Code Generation ↗Pengfei Li, Shijie Wang, Fangyuan Li et al. · Long Papers
- MARS-RA: Rank Aggregation for Credit Assignment via Multimodal Comparisons in Embodied Multi-Agent Cooperation ↗Dawei Wang, Di Zhao, Xinyuan Liu et al. · Long Papers
- MAS-Bench: A Unified Benchmark for Shortcut-Augmented Hybrid Mobile GUI Agents ↗Pengxiang Zhao, Guangyi Liu, Yaozhen Liang et al. · Long Papers
- MASEval: Extending Multi-Agent Evaluation from Models to Systems ↗Cornelius Emde, Alexander Rubinstein, Anmol Goel et al. · System Demonstrations
- MASFactory: A Graph-centric Framework for Orchestrating LLM-Based Multi-Agent Systems with Vibe Graphing ↗Yang Liu, Jinxuan Cai, Yishen Li et al. · System Demonstrations
- MASPO: Unifying Gradient Utilization, Probability Mass, and Signal Reliability for Robust and Sample-Efficient LLM Reasoning ↗Xiaoliang Fu, Jiaye Lin, Yangyi Fang et al. · Long Papers
- MATCH: Modulating Attention via In-Context Retrieval for Long-Context Transformers ↗Linrui Ma, Chun Hei Lo, Xinyu Wang et al. · Long Papers
- MCP-Flow: Facilitating LLM Agents to Master Real-World, Diverse and Scaling MCP Tools ↗WenHao Wang, Peizhi Niu, Zhao Xu et al. · Long Papers
- MDP-GRPO: Stabilized Group Relative Policy Optimization for Multi-Constraint Instruction Following ↗Mohammad Mahdi Salmani-Zarchi, Zahra Rahimi, Heshaam Faili et al. · Long Papers
- MECH: A Cost-Effective Multi-Task Cascade Framework for Classroom Opinion Evolution Recognition ↗Yancui Li, Xiaoyu Zhou, Guoyi Miao et al. · Long Papers
- MERIT Feedback Elicits Better Bargaining in LLM Negotiators ↗Jihwan Oh, Murad Aghazada, Yooju Shin et al. · Long Papers
- METER: Evaluating Multi-Level Contextual Causal Reasoning in Large Language Models ↗Pengfeng Li, Chen Huang, Chaoqun Hao et al. · Long Papers
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