ACL 2026: all accepted papers
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- FairQE: Multi-Agent Framework for Mitigating Gender Bias in Translation Quality Estimation ↗Jinhee Jang, Juhwan Choi, Dongjin Lee et al. · Long Papers
- Faithfulness Beyond Plausibility: Auditing Human Explanations in Educational Assessment ↗Ria Talsania, Dhruv Ritesh Shah, Sudhir Dhage · Student Research Workshop
- False Friends in the Shell: Unveiling the Emoticon Semantic Confusion in Large Language Models ↗Weipeng Jiang, Xiaoyu Zhang, Juan Zhai et al. · Long Papers
- False Friends or Cognates? A Cross-lingual Semantic Ambiguity Evaluation for Galician, Portuguese and Spanish ↗Marta Vázquez Abuín, Jose Camacho-Collados, Marcos Garcia · Long Papers
- Fast and Accurate Fisher-Guided Quantization via Efficient Kronecker Factorization ↗Viktoriia A. Chekalina, Gerasin Timofey, Andrey Kuznetsov et al. · Long Papers
- Fast-MIA: Efficient and Scalable Membership Inference for LLMs ↗Hiromu Takahashi, Shotaro Ishihara · System Demonstrations
- FastV-RAG: Towards Fast and Fine-Grained Video QA with Retrieval-Augmented Generation ↗Gen Li, Peiyu Liu · Long Papers
- FedMental: Evaluating Federated Learning for Mental Health Detection from Social Media Data ↗Nuredin Ali Abdelkadir, Anjali Ratnam, Zeerak Talat et al. · Long Papers
- FedPAGR: Federated Prototype Alignment via Geometric Refinement for Heterogeneous Architectures ↗Kris Prasad, Md Abdullah Al Hafiz Khan · Student Research Workshop
- FedProxy: Federated Fine-Tuning of LLMs via Proxy SLMs and Heterogeneity-Aware Fusion ↗Tao Fan, Guoqiang Ma, Yuanfeng Song et al. · Long Papers
- Feeling Right vs. Being Right: How AI Sycophancy Affects Value-Laden Deliberation ↗Jeongwoo Ryu, Soomin Kim, Jinsu Eun et al. · Long Papers
- Feeling Rules in Language Models: Mapping Norms of Emotional Appropriateness Across Roles, Institutions, and Intensity ↗Guangrui Fan, DanDan Liu, Aznul Qalid MD Sabri et al. · Long Papers
- Fiction Flows: A Replication and Reinterpretation of Narrative Sequentiality ↗Andrew Piper, Sil Hamilton, Haiqi Zhou et al. · Long Papers
- Figure It Out: Improve the Frontier of Reasoning with Executable Visual States ↗Meiqi Chen, Fandong Meng, Jie Zhou · Long Papers
- Filling the Long Tail: Structure-Aware Curriculum-Gap Completion for Medical Education with LLMs ↗Wenjie Lin · Student Research Workshop
- FinHarmBench: Financial Jailbreak Benchmark and Unsupervised Safety Fine-Tuning via Refusal Steering Distillation ↗Yubin Choi, Yujin Yang, Subin Kim et al. · Industry Track
- FinKario: Event-Enhanced Automated Construction of Financial Knowledge Graph ↗Xiang Li, Penglei Sun, Wanyun Zhou et al. · Long Papers
- FinRAG-12B: A Production-Validated Recipe for Grounded Question Answering in Banking ↗Denys Katerenchuk, Pablo Duboue, Keelan Evanini · Industry Track
- Fine-Grained Analysis of Shared Syntactic Mechanisms in Language Models ↗Ryoma Kumon, Hitomi Yanaka · Long Papers
- Fine-Grained Semantic Comparison of Legal Documents using LLMs ↗Elisei Rykov, Nikolay Ivanov, Maria Bandulevich et al. · Student Research Workshop
- Fine-Mem: Fine-Grained Feedback Alignment for Long-Horizon Memory Management ↗Weitao Ma, Xiaocheng Feng, Lei Huang et al. · Long Papers
- Fine-tuning vs. In-context Learning in Large Language Models: A Formal Language Learning Perspective ↗Bishwamittra Ghosh, Soumi Das, Till Speicher et al. · Long Papers
- FineLAP: Taming Heterogeneous Supervision for Fine-grained Language-Audio Pretraining ↗Xiquan Li, Xuenan Xu, Ziyang Ma et al. · Long Papers
- FineSteer: A Unified Framework for Fine-Grained Inference-Time Steering in Large Language Models ↗Zixuan Weng, Jinghuai Zhang, Kunlin Cai et al. · Long Papers
- Fingerprinting LLMs via Prompt Injection ↗Yuepeng Hu, Zhengyuan Jiang, Mengyuan Li et al. · Long Papers
- Fisher-Driven Adaptive Locating for Knowledge Editing in Large Language Models ↗Chenghao Xu, Jiexi Yan, Guangtao Lyu et al. · Long Papers
- Flattery in Motion: Benchmarking and Analyzing Sycophancy in Video-LLMs ↗Wenrui Zhou, Mohamed Hendy, Shu Yang et al. · Long Papers
- FlexGuard: Continuous Risk Scoring for Strictness-Adaptive LLM Content Moderation ↗Zhihao Ding, Jinming Li, Ze Lu et al. · Long Papers
- Flip-Flop Consistency: Unsupervised Training for Robustness to Prompt Perturbations in LLMs ↗Parsa Hejabi, Elnaz Rahmati, Alireza Salkhordeh Ziabari et al. · Long Papers
- Flow-Based Page Unique Semantic Mapping Architecture for Document Visual Question Answering ↗Haosen Wang, Jing Xiao, Chaochao Du et al. · Long Papers
- FlowHN: Adaptive Token Routing for Efficient Parallel Hybrid Networks ↗Mohammad Mahdi Moradi, Walid Ahmed, Shuangyue Wen et al. · Industry Track
- FlowSearch: Advancing Deep Research with Dynamic Structured Knowledge Flow ↗Yusong Hu, Runmin Ma, Yue Fan et al. · Long Papers
- FoE: Forest of Errors Makes the First Solution the Best in Large Reasoning Models ↗Kehan Jiang, Haonan Dong, Zhaolu Kang et al. · Long Papers
- FocalOrder: Focal Preference Optimization for Reading Order Detection ↗Fuyuan Liu, Dianyu Yu, He Ren et al. · Long Papers
- Focus-dLLM: Accelerating Long-Context Diffusion LLM Inference via Confidence-Guided Context Focusing ↗Lingkun Long, Yushi Huang, Shihao Bai et al. · Long Papers
- Focusing Condition: Inference-Time Self-Contrastive Steering Elicits Better Conditional Text Embeddings in LLMs ↗Zifeng Cheng, Lingyun Qian, Zhiwei Jiang et al. · Long Papers
- Follow the Flow: On Information Flow Across Textual Tokens in Text-to-Image Models ↗Guy Kaplan, Michael Toker, Yuval Reif et al. · Long Papers
- For-Value: Efficient Forward-Only Data Valuation for finetuning LLMs and VLMs ↗Wenlong Deng, Qi Zeng, Jiaming Zhang et al. · Long Papers
- Forest Before Trees: Latent Superposition for Efficient Visual Reasoning ↗Yubo Wang, Juntian Zhang, Yichen Wu et al. · Long Papers
- Forget What Matters, Keep the Rest: Selective Unlearning of Informative Tokens ↗Seunghee Koh, Sunghyun Baek, Youngdong Kim et al. · Long Papers
- FormalScience: Scalable Human-in-the-Loop Autoformalisation of Science with Agentic Code Generation in Lean ↗Jordan Meadows, Lan Zhang, Andre Freitas · Long Papers
- FourCorners: A Production Knowledge Graph Unifying Thailand's Legal System ↗Pawitsapak Akarajaradwong, Sarana Nutanong, Chompakorn Chaksangchaichot · Industry Track
- FourCorners: Grounded Thai Legal Research over a Temporal Knowledge Graph ↗Pawitsapak Akarajaradwong, Thitiwat Nopparatbundit, Treephop Saeteng et al. · System Demonstrations
- Frame-Semantic Knowledge Injection for Event-Level Inference in LLMs ↗Shahid Iqbal Rai, Danilo Croce, Roberto Basili · Short Papers
- Frankentext: Stitching random text fragments into long-form narratives ↗Chau Minh Pham, Jenna Russell, Dzung Pham et al. · Long Papers
- Free Energy-Driven Reinforcement Learning with Adaptive Advantage Shaping for Unsupervised Reasoning in LLMs ↗Yiming Huang, Zhenbo Shi, Xin-Cheng Wen et al. · Long Papers
- From $łog \pi$ to $\pi$: Taming Divergence in Soft Clipping via Bilateral Decoupled Decay of Probability Gradient Weight ↗Xiaoliang Fu, Jiaye Lin, Yangyi Fang et al. · Long Papers
- From AR to Diffusion: Efficiently Adapting Large Language Models with Strictly Causal and Elastic Horizons ↗Xiangyu Ma, Teng Xiao, Zuchao Li et al. · Long Papers
- From Answers to Arguments: Toward Trustworthy Clinical Diagnostic Reasoning with Toulmin-Guided Curriculum Goal-Conditioned Learning ↗Chen Zhan, Xiaoyu Tan, Gengchen Ma et al. · Long Papers
- From Charts to Code: A Hierarchical Benchmark for Multimodal Models ↗Jiahao Tang, Henry Hengyuan Zhao, Lijian Wu et al. · Long Papers
- From Competition to Synergy: Unlocking Reinforcement Learning for Subject-Driven Image Generation ↗Ziwei Huang, Ying Shu, Fanghao et al. · Long Papers
- From Completion to Editing: Unlocking Context-Aware Code Infilling via Search-and-Replace Instruction Tuning ↗Jiajun Zhang, Zeyu Cui, Jiaxi Yang et al. · Long Papers
- From Curated Data to Scalable Models: Continual Pre-training of Dense and MoE Large Language Models for Tibetan ↗Lei Yang, Leiyu Pan, Bojian Xiong et al. · Long Papers
- From Data-Centric to Sample-Centric: Enhancing LLM Reasoning via Progressive Optimization ↗Xinjie Chen, Minpeng Liao, Guoxin Chen et al. · Long Papers
- From Detection to Understanding: Multi-Turn Reasoning for Video Misinformation Analysis ↗Zhi Zeng, Jiaying Wu, Minnan Luo et al. · Long Papers
- From Experts to Bases: Orthogonal Subspace Mixture for Continual Multimodal Instruction Tuning ↗Pei Chen, Xilai Wang, Shiqixu et al. · Long Papers
- From Factuality to Meta-Factivity: A Cognitive Blueprint for Trustworthy LLMs ↗Daohuan Liu, Lun Xia, Yuer Wang et al. · Short Papers
- From Fluent to Useful: Generative AI That Models Purpose, Audience, and Presenter for Scientific Communication ↗Ishani Mondal · Student Research Workshop
- From Form to Logic: Masked Reconstruction and Reasoning Distillation for Short Video Fake News Detection ↗Qingyan Wang, Lianwei Wu, Botao Wang et al. · Long Papers
- From Graph to Text and Back: Semantic Fidelity in Automated Industrial Knowledge GraphsKamyar Zeinalipour, Silvia Severini, Alessia Borghini et al. · Industry Trackour summary
- From Graphs to Hypergraphs: Enhancing Aspect-Term Sentiment Analysis via Multi-Level Relational Modeling ↗Omkar Mahesh Kashyap, Padegal Amit, Madhav Kashyap et al. · Student Research Workshop
- From ID to LLM: Rethinking Representation Learning for Recommendation ↗Song-Li Wu, Zhaocheng Du, Weinan Gan et al. · Long Papers
- From Individual to Common: An Early Exploration of Consensus in Non-verifiable Data for Balanced Preference Optimization ↗Shangjian Yin, Zhouxing Shi · Long Papers
- From Inheritance to Saturation: Disentangling the Evolution of Visual Redundancy for Architecture-Aware MLLM Inference Acceleration ↗Jiaqi Shi, Xulong Zhang, Yuechan Li et al. · Long Papers
- From Insight to Action: A Novel Framework for Interpretability-Guided Data Selection in Large Language Models ↗Ling Shi, Xinwei Wu, Xiaohu Zhao et al. · Long Papers
- From Isolation to Entanglement: When Do Interpretability Methods Identify and Disentangle Known Concepts? ↗Aaron Mueller, Andrew Lee, Shruti Joshi et al. · Long Papers
- From Knowing to Teaching: Scaffolding Pedagogical Decisions for LLM Agent ↗Yucheng Wang, Shen Yang, Jifan Yu et al. · Long Papers
- From Laboratory to Real-World Applications: Benchmarking Agentic Code Reasoning at the Repository Level ↗Jia Li, Yuxin Su, Michael R. Lyu · Long Papers
- From Language to Driving: A Dual-Loop SLM-Enhanced Framework for Multi-Planner Scheduling via a Domain-Specific Language ↗Jiawei Liu, Xun Gong, Muli Yang et al. · Long Papers
- From Local to Global: Revisiting Structured Pruning Paradigms for Large Language Models ↗Ziyan Wang, Enmao Diao, Qi Le et al. · Long Papers · 🏆 Outstanding Paper
- From Logical to Computational Sparsity: Structure-Aware Block-Sparse Attention for Long-Code Completion ↗Yanli Wang, Yanlin Wang, Bowen Zhang et al. · Long Papers
- From Narrow Unlearning to Emergent Misalignment in LLMs ↗Erum Mushtaq, Anil Ramakrishna, Satyapriya Krishna et al. · Short Papers
- From Naturalness to Norms: Interactional Cultural Competence for SpeechLMs ↗Santosh T.Y.S.S · Long Papers
- From Nodes to Narratives: Explaining Graph Neural Networks with LLMs and Graph Context ↗Peyman Baghershahi, Gregoire Fournier, Pranav Nyati et al. · Long Papers
- From Off-Policy to On-Policy: Enhancing GUI Agents via Bi-level Expert-to-Policy Assimilation ↗Zezhou Wang, Ziyun Zhang, Xiaoyi Zhang et al. · Long Papers
- From Past To Path: Masked History Learning for Next-Item Prediction in Generative Recommendation ↗Kaiwen Wei, Kejun he, Xiaomian Kang et al. · Long Papers
- From Pixels to Policies: Reinforcing Spatial Reasoning in Language Models for Content-Aware Layout Design ↗Sha Li, Stefano Petrangeli, Yu Shen et al. · Industry Track
- From Proof to Program: Characterizing Tool-Induced Reasoning Hallucinations in Large Language Models ↗Farima Fatahi Bayat, Pouya Pezeshkpour, Estevam Hruschka · Long Papers
- From Query to Counsel: Structured Reasoning with a Multi-Agent Framework and Dataset for Legal Consultation ↗Mingfei Lu, Yi Zhang, Mengjia Wu et al. · Long Papers
- From Recognition to Reasoning: Benchmarking and Enhancing MLLMs on Real-World Receipt Document Understanding ↗Yandi Wang, Libin Zhan, Ziwei Huang et al. · Long Papers
- From Regulatory Approvals to Patents: Cross-Domain Linking for Cardiovascular Device Traceability ↗Qingqing Yang, Haijiang Liu, Moyan Li · Long Papers
- From Relevance to Authority: Authority-aware Generative Retrieval in Web Search Engines ↗Sunkyung Lee, Jihye Back, Donghyeon Jeon et al. · Industry Track
- From Selection to Refinement: Iterative Optimization for Instruction Data ↗Hang Hu, Ziyan Liu, Rujie Wen et al. · Long Papers
- From Short Video to Clickable Search: RLVR-Enabled Listwise Query Suggestion with Retrieval-Augmented Context ↗Mingkai Tian, Xuye, Long Meng et al. · Industry Track
- From Synthesis to Clinical Assistance: A Strategy-Aware Agent Framework for Autism Intervention based on Real Clinical Dataset ↗Junhong Lai, Shuzhong Lai, Yanhao Yu et al. · Long Papers
- From TDMA to CDMA: A Multi-bit Watermark for Diffusion Language Models ↗Baizhou Huang, Xiaojun Wan · Long Papers
- From TextBlob to LLM Agents: Sentiment Model Selection for B2B Technical Support with CSAT Ground Truth ↗Pedro Vidigal · Industry Track
- From Trust to Compromise: Outcome-Verified LLM Phishing Simulation and Real-Time Defense ↗Tulika Tewari, Nalin Arachchilage, Jagat Sesh Challa et al. · Long Papers
- From Verbatim to Gist: Distilling Pyramidal Multimodal Memory via Semantic Information Bottleneck for Long-Horizon Video Agents ↗Niu Lian, Yuting Wang, Hanshu Yao et al. · Long Papers
- From Where Words Come: Efficient Regularization of Code Tokenizers Through Source Attribution ↗Pavel Chizhov, Egor Bogomolov, Ivan P. Yamshchikov · Long Papers
- From Word to World: Can Large Language Models be Implicit Text-based World Models? ↗Yixia Li, Hongru Wang, Jiahao Qiu et al. · Long Papers
- From Words to Pixels: A Comprehensive Survey on Large Language Models in Visual Segmentation ↗Yizhou Wang, Mang Tik Chiu, Lingzhi Zhang et al. · Long Papers
- From “Aha Moments” to Controllable Thinking: Toward Meta-Cognitive Reasoning in LRMs via Decoupled Reasoning and Control ↗Rui Ha, Rui Pu, Chaozhuo Li et al. · Long Papers
- Frozen LLMs are Native Decoders for High-Norm Semantic Vectors ↗Yunsheng Zeng, Yongmei Tan · Long Papers
- Full-Duplex-Bench-v2: A Multi-Turn Evaluation Framework for Duplex Dialogue Systems with an Automated Examiner ↗Guan-Ting Lin, Shih-Yun Shan Kuan, Jiatong Shi et al. · Short Papers
- Function Words as Statistical Cues for Language Learning ↗Xiulin Yang, Heidi R. Getz, Ethan Gotlieb Wilcox · Long Papers
- Fusion Training for Mathematical Generalization in Large Language Models ↗Congfeng Cao, Pengyu Zhang, Jelke Bloem · Student Research Workshop
- FusionFlow: Enabling Deep Structural Exploration for Automated Agentic Workflow Generation ↗Xiang Wang, Zongtao Yang, Zhuojian Hong et al. · Long Papers
- Future of Work in the Age of LLMs ↗Zora Wang, Yijia Shao, David Nguyen et al. · Tutorial Abstracts
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