Findings of the Association for Computational Linguistics 2026: all accepted papers
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- Hierarchical Representation Alignment Learning of Diffusion Transformers for Neural Audio Codec ↗Sang-Hoon Lee, Ha-Yeong Choi
- Hierarchical Visual Agent: Managing Contexts in Joint Image-Text Space for Advanced Chart Reasoning ↗Qihua Dong, Ruozhen He, Junwen Chen et al.
- High-Throughput and Memory-Efficient Zeroth-Order Fine-tuning LLMs with Distributed Parallel Computing ↗Liangyu Wang, Huanyi Xie, Di Wang
- HisDoc-OCR: Restoring Visual Grounding in MLLMs for Chinese Historical Document OCR ↗Jiahuan Cao, Yongxin Shi, Zeyu Shan et al.
- How Adversarial Environments Mislead Agentic AI? ↗Zhonghao Zhan, Huichi Zhou, Zhenhao Li et al.
- How Chain-of-Thought Works? Tracing Information Flow from Decoding, Projection, and Activation ↗Hao Yang, Qinghua Zhao, Lei Li et al.
- How Do Answer Tokens Read Reasoning Traces? Self-Reading Patterns in Thinking LLMs for Quantitative Reasoning ↗Haoyang Chen, Yi Liu, Jianzhi Shao et al.
- How Do LLMs “Trust” Unknown Knowledge? An Unknown Knowledge Based Jailbreak Attack ↗Yixiao Huang, Lan Zhang, Chaoran Wang
- How Grounded is Wikipedia? A Study on Structured Evidential Support and Retrieval ↗William Gantt Walden, Kathryn Ricci, Miriam Wanner et al.
- How Important is `Perfect' English for Machine Translation Prompts? ↗Patrícia Schmidtová, Niyati Bafna, Seth Aycock et al.
- How Language Models Conflate Logical Validity with Plausibility: A Representational Analysis of Content Effects ↗Leonardo Bertolazzi, Sandro Pezzelle, Raffaella Bernardi
- How Large Language Models Balance Internal Knowledge with User and Document Assertions ↗Shuowei Li, Haoxin Li, Wenda Chu et al.
- How Many Ratings per Item are Necessary for Reliable Significance Testing? ↗Christopher M. Homan, Flip Korn, Deepak Pandita et al.
- How Retrieved Context Shapes Internal Representations in RAG ↗Samuel Yeh, Sharon Li
- How Value Induction Reshapes LLM Behavior ↗Arnav Arora, Natalie Schluter, Katherine Metcalf et al.
- How do Visual Attributes Influence Web Agents? A Comprehensive Evaluation of User Interface Design Factors ↗Kuai Yu, Naicheng Yu, Han Wang et al.
- How to Allocate, How to Learn? Dynamic Rollout Allocation and Advantage Modulation for Policy Optimization ↗Yangyi Fang, Jiaye Lin, Xiaoliang Fu et al.
- How to Contextualize Empirical Data for Risk Analysis with LLMs: A Case Study of Power Outages ↗Haiyun Huang, Yukun Li, Marco A. Pretell et al.
- How to Make LMs Strong Node Classifiers? ↗Zhe Xu, Kaveh Hassani, Si Zhang et al.
- How to Set the Learning Rate for Large-Scale Pre-training? ↗Yunhua Zhou, Shuhao Xing, Junhao Huang et al.
- HqeKV: Towards Hybrid Quantization and Eviction for KV Cache in Long-Context LLM Inference ↗He Wang, Yu Gu, Fangfang Li et al.
- Human-Agent Collaborative Paper-to-Page Crafting ↗Qianli Ma, Siyu Wang, Chen Yilin et al.
- Human-Centered Supervision for Sentiment Analysis in Telugu: A Systematic Inquiry Beyond Accuracy ↗Vallabhaneni Raj Kumar, Ashwin S, Supriya Manna et al.
- Hybrid Self-evolving Structured Memory for Computer-Use Agents ↗Sibo Zhu, Wenyi WU, Kun Zhou et al.
- HypEHR: Hyperbolic Modeling of Electronic Health Records for Efficient Question Answering ↗Yuyu Liu, Sarang Rajendra Patil, Mengjia Xu et al.
- HyperAdaLoRA: Accelerating LoRA Rank Allocation During Training via Hypernetworks without Sacrificing Performance ↗Hao Zhang, Zhenjia Li, Yifan Gao et al.
- HyperEdit: Unlocking Instruction-based Text Editing in LLMs via Hypernetworks ↗Yiming Zeng, Jinghan Cao, Zexin Li et al.
- I Don't Need Solution. I Need Emotional Support : Empathetic LLMs based on Emotional Validation ↗Suhyune Son, Jungwoo Lim, Myunghoon Kang et al.
- I Know, but I Don't Know! How Persona Conflict Undermines Instruction Adherence in Large Language Models ↗Seonmin Koo, Jinsung Kim, Heuiseok Lim
- ICLAD: In-Context Learning with Comparison-Guidance for Audio Deepfake Detection ↗Benjamin Shiue-Hal Chou, Yi Zhu, Surya Koppisetti
- ID10M-JAM: Stress-Testing Idiom Identification Under Challenging ContextKai Golan Hashiloni, Lior Livyatan, Ofri Hefetz et al.our summary
- IDEA: An Interpretable and Editable Decision-Making Framework for LLMs via Verbal-to-Numeric Calibration ↗Yanji He, Yuxin Jiang, Yiwen Wu et al.
- IF-GEO: Conflict-Aware Instruction Fusion for Multi-Query Generative Engine Optimization ↗Heyang Zhou, Jiajia Chen, Xiaolu Chen et al.
- ILSIC: Corpora for Identifying Indian Legal Statutes from Queries by Laymen ↗Shounak Paul, Raghav Dogra, Pawan Goyal et al.
- IMRNNs: An Efficient Method for Interpretable Dense Retrieval via Embedding Modulation ↗Yash Saxena, Ankur Padia, Kalpa Gunaratna et al.
- INDOTABVQA: A Benchmark for Cross-Lingual Table Understanding in Bahasa Indonesia Documents ↗Somraj Gautam, Anathapindika Dravichi, Gaurav Harit
- IRPO: Implicit Policy Regularized Preference Optimization ↗Youngsoo Jang, Yu Jin Kim, Geon-Hyeong Kim et al.
- Idea First, Code Later: Disentangling Problem Solving from Code Generation in Evaluating LLMs for Competitive Programming ↗Sama Hadhoud, Alaa Elsetohy, Frederikus Hudi et al.
- Identifying Collective Intelligence Factor in LLM Agent Groups for Generalizable Multi-Agent System Design ↗Zhilun Zhou, Zihan Liu, Jiahe Liu et al.
- Identifying and typifying demographic unfairness in phoneme-level embeddings of self-supervised speech recognition models ↗Felix Herron, Solange Rossato, Alexandre Allauzen et al.
- Identifying the Achilles' Heel: An Iterative Method for Uncovering Factual Errors in Large Language Models ↗Wenxuan Wang, Yuk-Kit Chan, Zixuan Ling et al.
- Idiom Understanding as a Tool to Measure the Dialect Gap ↗David Beauchemin, Yan Tremblay, Mohamed Amine Youssef et al.
- If Only My CGM Could Speak: A Privacy-Preserving Agent for Question Answering over Continuous Glucose Data ↗Yanjun Cui, Ali Emami, Temiloluwa Prioleau et al.
- Imbalanced Gradients in RL Post-Training of Multi-Task LLMs ↗Runzhe Wu, Ankur Samanta, Ayush Jain et al.
- Imperfectly Cooperative Human-AI Interactions: Comparing the Impacts of Human and AI Attributes in Simulated and User Studies ↗Myke C. Cohen, Mingqian Zheng, Neel Bhandari et al.
- Improved Policy Optimization for Mixture-of-Experts Models: Importance Sampling and Rewarding from an Expert-Centric Perspective ↗Yining Qian, Jinpeng Li, Fei Mi et al.
- Improving Chain-of-Thought for Logical Reasoning via Attention-Aware Intervention ↗Phuong Minh Nguyen, Dang Huu-Tien, Naoya Inoue
- Improving LLM Code Reasoning via Semantic Equivalence Self-Play with Formal Verification ↗Poon Tsz Nok, Antonio Valerio Miceli Barone
- Improving Language Identification for Code-Switched Speech: The Pivotal Role of Accented English ↗Adyasha Patra, Dhiraj Kumar Sah, Preethi Jyothi
- Improving the OOD Performance of Closed-Source LLMs on NLI Through Strategic Data Selection ↗Joe Stacey, Lisa Alazraki, Aran Ubhi et al.
- Improving the Throughput of Diffusion-based Large Language Models via a Training-Free Confidence-Aware Calibration ↗Jucheng Shen, Gaurav Sarkar, Yeonju Ro et al.
- Incomplete Prompt Jailbreaks in Large Language Models ↗Yeonjea Kim, Bumjin Park, Jaesik Choi
- Indic-CodecFake meets SATYAM: Towards Detecting Neural Audio Codec Synthesized Speech Deepfakes in Indic Languages ↗Girish, Mohd Mujtaba Akhtar, Orchid Chetia Phukan et al.
- InferPilot: Autonomous Inference Attacks Against ML Services With LLM-Based Agents ↗Yixin Wu, Rui Wen, Chi Cui et al.
- InfiAgent: An Infinite-Horizon Framework for General-Purpose Autonomous Agents ↗Chenglin Yu, Yuchen Wang, Songmiao Wang et al.
- Infinite Babble: Inflating 3D Vision-Language Model Inference Overhead via Adversarial Geometric Perturbation ↗Shuoyang Sun, Jiaxin Hong, Yv Zhang et al.
- Information Representation Fairness in Long-Document Embeddings: The Peculiar Interaction of Positional and Language Bias ↗Elias Schuhmacher, Andrianos Michail, Juri Opitz et al.
- Infusing Theory of Mind into Socially Intelligent LLM Agents ↗EunJeong Hwang, Yuwei Yin, Giuseppe Carenini et al.
- Inject to Heal: Alleviating hallucination in LVLMs via Context Embedding Injection ↗Mehrdad Fazli, Bowen Wei, Ziwei Zhu
- InsightEval: An Expert-Curated Benchmark for Assessing Insight Discovery in LLM-Driven Data Agents ↗Zhenghao Zhu, Yuanfeng Song, Xing Chen et al.
- Instruction-Guided Poetry Generation in Arabic and Its Dialects ↗Abdelrahman Sadallah, Kareem Elozeiri, Mervat Abassy et al.
- IntentCoding: Amplifying User Intent in Code Generation ↗Zheng Fang, Yihong Dong, Lili Mou et al.
- Intention-Adaptive LLM Fine-Tuning for Text Revision Generation ↗Zhexiong Liu, Diane Litman
- InteracSPARQL : An Interactive System for SPARQL Query Refinement Using Natural Language Explanations ↗Xiangru Jian, Zhengyuan Dong, M. Tamer Özsu
- Interactive Learning for LLM Reasoning ↗Hehai Lin, Shilei Cao, Sudong Wang et al.
- Interactive Semantic Parsing with Reinforcement Learning for Knowledge Graph Reasoning ↗Yurun Song, Xiangqing Shen, Jianfei Yu et al.
- Internalizing Multi-Agent Reasoning for Accurate and Efficient LLM-based Recommendation ↗Yang Wu, Haoze Wang, Qian Li et al.
- Interpretability from the Ground Up: Stakeholder-Centric Design of Automated Scoring in Educational Assessments ↗Yunsung Kim, Michael Hardy, Joseph Tey et al.
- Interpretable Graph-Language Modeling for Detecting Youth Illicit Drug Use ↗Yiyang Li, Zehong Wang, Zhengqing Yuan et al.
- Interpretable Semantic Gradients in SSD: A PCA Sweep Approach and a Case Study on AI Discourse ↗Hubert Plisiecki, Maria Leniarska, Jan Piotrowski et al.
- Interpreting Style Representations via Style-Eliciting Prompts ↗Junghwan Kim, David Jurgens
- Intrinsic Mutual Information as a Modulator for Preference Optimization ↗Peng Liao, Peijia Zheng, Lingbo Li et al.
- IntroLM: Introspective Language Models via Prefilling-Time Self-Evaluation ↗Hossein Hosseini Kasnavieh, Gholamreza Haffari, Christopher Leckie et al.
- Investigating Gender Stereotypes in Large Language Models via Social Determinants of Health ↗Trung Hieu Ngo, Adrien Bazoge, Solen Quiniou et al.
- Investigating Human and LLMs' Decisions in Unverifiable Environments: A Case Study with GitHub Activity Overview ↗Zheng Jiang, Wei Wang, Gaowei Zhang et al.
- Investigating Links between Illicit Massage Businesses through Natural Language Processing and Graph Machine Learning ↗Vasuki Garg, Osman Ozaltin, Maria Mayorga et al.
- Invocation Refiner: A Plug-and-Play Module for Rectifying LLM Tool Invocations ↗Qirui Jiao, Dian Jiao, Nan Du et al.
- Is Grokking Worthwhile? Functional Analysis and Transferability of Generalization Circuits in Transformers ↗Kaiyu He, Mian Zhang, Peilin Wu et al.
- Is Your Language Model Ready for Monetization Decisions? ↗Jialu Gao, Hua Li, Tracy Ortman et al.
- Iterative Formalization and Planning in Partially Observable Environments ↗Liancheng Gong, Wang Bill Zhu, Jesse Thomason et al.
- Iterative Knowledge Graph Refinement and Integration for Medical Question Answering ↗Haochen Zou, Yongli Wang
- Iterative Self-Correction for Text-Driven Person Re-Identification with Large Vision-Language Models ↗Guijin Luo, Zequn Xie, Sihang Cai et al.
- J-Shuwa: A Large-Scale Web-Collected Japanese Sign Language-Japanese Parallel Corpus ↗Junwen Mo, MinhDuc Vo, Noriki Nishida et al.
- JTPRO: A Joint Tool–Prompt Reflective Optimization Framework for Language Agents ↗Sandip Ghoshal, Anshul Mittal, Jyotika Singh et al.
- JX4MEI: Multimodal Semantically-Enhanced LLM for Joint Multimodal Emotion-Intent Explanation and Classification ↗YiJie Huang, Xiaocui Yang, Shi Feng et al.
- JailMeter: An Evidence-Based Evaluation Framework for Jailbreak Attacks on Large Language Models ↗Qingjia Huang, Jingyu Zhang, Jianguo Wu et al.
- Jailbreaking Attacks vs. Content Safety Filters: How Far Are We in the LLM Safety Arms Race? ↗Yuan Xin, Dingfan Chen, Linyi Yang et al.
- Jailbreaking Large Language Models with Morality Attacks ↗Ying Su, Zheng Mingen, Weili Diao et al.
- Jailbreaking Safeguarded Text-to-Image Models via Large Language Models ↗Zhengyuan Jiang, Yuepeng Hu, Yuchen Yang et al.
- Jamendo-MT-QA: A Benchmark for Multi-Track Comparative Music Question Answering ↗Junyoung Koh, Jaeyun Lee, Soo Yong Kim et al.
- Joint Multimodal Preference Optimization for Fine-Grained Visual-Textual Alignment ↗Jiwon Kim, Hyunsoo Yoon
- Joint Optimization of Training Data and Policy in RLHF ↗Zhuohao Yu, Jiali Zeng, Weizheng Gu et al.
- JointCQ: Improving Factual Hallucination Detection with Joint Claim and Query Generation ↗Fan Xu, Huixuan Zhang, Zhenliang Zhang et al.
- JudgeAgent: Beyond Static Benchmarks for Knowledge-Driven and Dynamic LLM Evaluation ↗Zhichao Shi, Xuhui Jiang, Chengjin Xu et al.
- JudgeMeNot: Personalizing Large Language Models to Emulate Judicial Reasoning in HebrewItay Razumenko, Arnon Sturm, Nir Grinbergour summary
- Just Use XML: Revisiting Joint Translation and Label Projection ↗Thennal D K, Chris Biemann, Hans Ole Hatzel
- K-GIP: Diagnosing Logical Fractures in Large Vision-Language Models via Verification Scene Graphs and Sequential Pruning ↗Yujun Hu, Xiaoyu Zhou, Changbo Wang et al.
- K-MetBench: A Multi-Dimensional Benchmark for Fine-Grained Evaluation of Expert Reasoning, Locality, and Multimodality in Meteorology ↗Soyeon Kim, Cheongwoong Kang, Myeongjin Lee et al.
- KETCHUP: K-Step Return Estimation for Sequential Knowledge Distillation ↗Jiabin Fan, Guoqing Luo, Michael Bowling et al.
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