Oral Presentation

The AACL-IJCNLP 2026 main conference features 148 oral papers across 25 sessions (November 6 – 8, 2026). Click a session in the table of contents to jump to its papers.

Session 1.1: Resources and Evaluation 1

Friday, November 6, 11:00-12:30 · Muhe B+C

# Paper Authors Presenter
15 Constructive Comment Extraction from Japanese YouTube Shorts: A Dataset and Empirical Study Siyuan Feng; Luecheng Wang; Koyo Ogura; Yuma Iwamoto; Seinosuke Sato; Yuki Kometani; Masaki Itabashi; Shintaro Ozaki; Yusuke Sakai; Shogo Matsuno; Hidetaka Kamigaito; Katsuhiko Hayashi; Ryoma Obara; Sho Takase; Taro Watanabe Siyuan Feng
51 ARR-Dv2: New Data from ACL Rolling Review and its Potential to Improve Reviewing in the ACL Community Atnafu Lambebo Tonja; Sheng Lu; Nils Dycke; Dirk Hovy; Koen Dercksen; Lizhen Qu; Xiaodan Zhu; Thamar Solorio; Iryna Gurevych; Margot Mieskes Thamar Solorio
78 Auto-AdvER: Disentangling Condition, History, and Commercial Offers in Automotive Advertisements Filippos Ventirozos; Ioanna Nteka; Tania Nandy; Jozef Bača; Charlie Roadhouse; Peter A. Appleby; Matthew Shardlow Filippos Ventirozos
90 VIDA: A Dataset for Visually Dependent Ambiguity in Multimodal Machine Translation Jingheng Pan; Xintong Wang; Longyue Wang; Liang Ding; Weihua Luo; Chris Biemann Jingheng Pan
136 FahMai-TeleBench: A Thai Grounded Tool-Use Benchmark for the Deployable Model Tier Nutchanon Yongsatianchot; Piyalitt Ittichaiwong; Jitkapat Sawatphol; Tichanat Ruangsiri Nutchanon Yongsatianchot
138 ThaiEditBench: A Mechanism-Typed, Length-Stratified Benchmark for Thai Orthographic Error Correction Nutchanon Yongsatianchot; Piyalitt Ittichaiwong; Kanyakorn Veerakanjana Nutchanon Yongsatianchot

Session 1.2: Interpretability and Analysis of Models for NLP 2

Friday, November 6, 11:00-12:30 · MR 3

# Paper Authors Presenter
453 Do LLM Embedding Spaces Recover Expert Structure? Yixuan Zhu; Zhenke Duan; Fanghen Li Zhenke Duan
517 Multidimensional Consistency Improves Reasoning in Language Models Huiyuan Lai; Xiao Zhang; Malvina Nissim Huiyuan Lai
523 What Changes in Hidden States When Model Merging Hurts Task Performance? Canasai Kruengkrai; Koichiro Yoshino Canasai Kruengkrai
699 RL-ARC: Calibrating Large Reasoning Models via Reasoning-guided Uncertainty Gukhyeon Lee; SangKeun Lee Gukhyeon Lee
719 Predicting Mergeability of Language Model Domain Experts Ervin Dervishaj; Quynh Do; Giannis Karamanolakis; Anna Rumshisky; Salma Sohrabi-Jahromi; Judith Gaspers Ervin Dervishaj
761 Information-Theoretic Design of Sparse Autoencoder-Based Steering Hirofumi Morise Hirofumi Morise

Session 1.3: NLP Applications and Human-AI Interaction 1

Friday, November 6, 11:00-12:30 · MR 4

# Paper Authors Presenter
122 A Multilingual Evaluation of LLM-Based High-School Mathematics Assistance Across Indian Languages Yash Kumar; Subhajit Roy Yash Kumar
188 Conversational Intelligent Tutoring Systems: Evolution, Taxonomy, and Pedagogical Frontiers Zhengyuan Liu; Stella Xin Yin; Li Zhu; Xiaoman Wang; Yunshi Lan; Nancy F. Chen Zhengyuan Liu
261 DeBERTa-ConPara: Attack-Aware and Deployment-Realistic Detection of AI-Generated Text Mohamed Mady; Yupei Li; Johannes Reschke; Björn Schuller Mohamed Mady
344 MisconceptDialogue: Evaluation Criteria Shape Measured Success in LLM Math Tutoring Woojin Lee; Woo Yoon Kyu; Jinah Kim; Hyeok-Min Gwon; Jin-Xia Huang Woojin Lee
424 CAFE: Caption-Anchored Feature Enrichment and Evidence Routing for Multimodal Sarcasm Detection Puchu Zeng; Yun Luo; qianqian li; Yanzhou Ma; Liu Junyi; SongFengxuan; chonghuifang Yun Luo
563 “Do You Truly Love Me?” Benchmarking LLM Capability on Hierarchical Pragmatic Tactic Conversations Peter Q. Chen; Pangjing Wu; Zhuohang Jiang; Xiaodong Li; Peter H. F. Ng Peter Q. Chen

Session 1.4: Ethics, Bias, and Fairness

Friday, November 6, 11:00-12:30 · MR 5

# Paper Authors Presenter
19 Decomposing LLM Advice Sycophancy: Content, Style, and Framing Drive Distinct Response Dimensions Jaya Singh; Verena Kaynig-Fittkau Jaya Singh
40 MortalMATH: Evaluating the Conflict Between Reasoning Objectives and Emergency Contexts Etienne Lanzeray; Stephane Meilliez; Malo Ruelle; Damien Sileo Damien Sileo
61 HALF: Harm-Aware LLM Fairness Evaluation Aligned with Deployment Omar El Herraoui; Ali Mekky; Preslav Nakov; Yuxia Wang Omar El Herraoui
549 KoEVD: A Korean Benchmark for Metadata-Conditioned Multi-Stage LLM Safety Evaluation San Kim; Wonjung kim; Heesoo Kwon; Jae Hee Yang San Kim, Heesoo Kwon
604 A2M: Trace-Optimized Agent Hijacking in the MCP Ecosystem Laizhen Li; Xuan Wang; Peicheng Zhao; Juanjuan Zhao; Kejiang Ye; Cheng-zhong Xu; Xitong Gao Xitong Gao
744 Does Fairness Survive Model Adaptation in Legal Judgment Prediction? Sarah Kamoun; Parth Patel; Faezeh Ensan Sarah Kamoun

Session 1.5: Generation and Dialogue

Friday, November 6, 11:00-12:30 · MR 6

# Paper Authors Presenter
119 Mitigating the Impact of Glitch Tokens via Targeted Retokenization Muhammad Alif Al Hakim; Dmitrii Kuzmin; Carlos Javier Galán Zavala; Tatsuya Hiraoka; Munachiso Samuel Nwadike; Ayana Niwa; Marco Cognetta; David Pohl; Kentaro Inui Muhammad Alif Al Hakim
160 DIAM: Discourse Interaction and Addressee Modeling for Malaysia Hansard Goh Kun Shun; Mohan Raj; Lay-Ki Soon; Wern Han Lim; Ian K. T. Tan Mohan Raj Chanthran
241 Read the Room Before Your Model Generates Muyao Kong; Zhihao Lin Muyao Kong
Zhihao Lin      
302 Grounding What Users Care About: Multi-Aspect Personalized Modeling from Implicit Preferences Jiin Park; Misuk Kim Jiin Park
511 Hallucinate at the Last in Long Response Generation: A Case Study on Long Document Summarization Joonho Yang; Seunghyun Yoon; Hwan Chang; Byeongjeong Kim; Hwanhee Lee Joonho Yang
700 Transferable Structural Priors in Continuous Diffusion Language Models Hao Li; Man Fung Zhuo; Xinqi Liu; Jiayu Wu; Yifan Hong Hao Li

Session 2.1: Resources and Evaluation 2

Friday, November 6, 15:30-17:00 · Muhe B+C

# Paper Authors Presenter
170 JudgeMoE: Distributional Aggregation for LLM-as-a-Judge Yiqi Liu; Joseph James; Yang Wang; Kun Zhao; Chenghao Xiao; Chenghua Lin Yiqi Liu
194 Are Many Tasks Necessary for General LLM Evaluation? A Matrix Completion View of Benchmark Redundancy Kohei Tsuji; Yusuke Sakai; Hidetaka Kamigaito; Taro Watanabe Kohei Tsuji
245 T2MBench: Evaluating Text-to-Motion Generation under Diverse Language Instructions Bin Yang; Rong OU; Weisheng Xu; Jiaqi Xiong; Xintao Li; Taowen Wang; Luyu Zhu; Yuetong Fang; Xu Jiang; Jing Tan; Renjing Xu Bin Yang
258 SG-LegalCite: A Principle-Augmented Benchmark for Legal Citation Retrieval in Singapore Law LEE YUEH ERN SHANNON; Kaidong Feng; Yingpeng Du; Lee En Jia Chloe; Zhu Sun Shannon Lee Yueh Ern
299 SEA-NLI: Language Inference as a Lens into Southeast Asian Cultural Understanding Peerawat Chomphooyod; Yosephine Susanto; Jian Gang Ngui; Attapol Rutherford; Alham Fikri Aji; Sarana Nutanong; Can Udomcharoenchaikit; Peerat Limkonchotiwat Peerat Limkonchotiwat, Can Udomcharoenchaikit
341 Penalty-Framed No-Valid-Option MCQA: Analyzing LLM Abstention under Invalid Choices Jinhyeok Kim; Hye-Young Jung Jinhyeok Kim

Session 2.2: Multimodality and Language Grounding

Friday, November 6, 15:30-17:00 · MR 3

# Paper Authors Presenter
163 Thinking with Deltas: Incentivizing Reinforcement Learning via Differential Visual Reasoning Policy Shujian Gao; Yuan Wang; Jiangtao Yan; Zuxuan Wu; Yu-Gang Jiang Shujian Gao
267 MMA: Multimodal Memory Agent Wanru Cheng; Yihao Lu; Zeyu Zhang; Hao Tang Yihao Lu
455 The Model Knows Where to Look: Visual-Grounding-Guided Head Suppression for Mitigating Hallucination in LVLMs Mong Yuan Sim; Wei Emma Zhang; Xiang Dai; Biaoyan Fang Mong Yuan Sim
583 CGVR: Contradiction-Guided Visual Reasoning for Mitigating Hallucinations in Multimodal Large Language Models Haoran Ding; Wanqi Zhou; Lei Xing; Lujuan Dang; Kaizhong Zheng; Badong Chen Haoran Ding
668 CircuitPile: A Data Synthesis Framework for Enhancing Multimodal LLMs’ Perception on Circuit Schematics Hongyu Chang; Xinyue Li; Huanyong Liu; Feng Zhang; Yuhui Yin Hongyu Chang
731 The Expense of Seeing: Attaining Trustworthy Multimodal Reasoning Within the Monolithic Paradigm Karan Goyal Karan Goyal

Session 2.3: NLP Applications and Human-AI Interaction 2

Friday, November 6, 15:30-17:00 · MR 4

# Paper Authors Presenter
596 A Framework for Evaluating AI-Generated Creativity: Human–LLM Agreement in Story Evaluation Pharath Sathya; Yin Jou Huang; Fei Cheng Pharath Sathya
602 Structuring the Unstructured: A Systematic Review of Text-to-Structure Generation with a Universal Evaluation Framework Zheye Deng; Chunkit Chan; Tianshi Zheng; Wei Fan; Weiqi Wang; Yangqiu Song Zheye Deng
648 Reasoning-Based Personalized Generation for Sparse Users Bo Ni; Branislav Kveton; Samyadeep Basu; Subhojyoti Mukherjee; Leyao Wang; Franck Dernoncourt; Sungchul Kim; Seunghyun Yoon; Zichao Wang; Ruiyi Zhang; Puneet Mathur; Jihyung Kil; Jiuxiang Gu; Nedim Lipka; Yu Wang; Ryan A. Rossi; Tyler Derr None
732 Ontology-Guided Knowledge Graph Construction from Structured Metadata and Climate Science Publications Aayush Acharya; Qi Zhang; Eduard Dragut; Longin Jan Latecki Aayush Acharya
752 Breaking Bureaucracy: Evaluating open-source LLMs for legal document review Farrukh Baratov; Niki van Stein; Suzan Verberne Farrukh Baratov
799 From Preferences to Scores: Semi-Supervised Multi-Trait Essay Scoring with LLM Pairwise Preferences and Few Human Anchors Takumi Shibata; Yuichi Miyamura Takumi Shibata

Session 2.4: Computational Social Science and Cultural Analytics

Friday, November 6, 15:30-17:00 · MR 5

# Paper Authors Presenter
35 WikiOriginQA: Automated Construction of a QA Dataset with Knowledge Origins for Analyzing Cultural Bias Kento Haneda; Yosuke Kishinami; Ryo Fujii; Keisuke Sakaguchi; Makoto Morishita Kento Haneda
56 Fairness in Prompting: How Demographic Variations Affect Language Model Outputs Ryandito Diandaru; Gleb Kuzmin; Muhammad Dehan Al Kautsar; Zeerak Talat; Xudong Han; Haonan Li; Tatsuki Kuribayashi; Artem Shelmanov; Timothy Baldwin; Fajri Koto Ryandito Diandaru
219 Learning What Is Said, Not How: Stance-Contrastive Learning for Generalizable Hate Speech Detection yucheng lin; Dan Kienast; Jiaojiao Jiang yucheng lin
364 Automatic Evaluation of Mental Health Stigma in Online Communication Naomi Baes; Jemima Kang; Nick Haslam; Chris Groot; Alsa Wu; Luc Raszewski; Yulia Otmakhova Jemima Kang
447 Effects of Theory of Mind and Prosocial Beliefs on Steering Human-Aligned Behaviors of LLMs in Ultimatum Games Neemesh Yadav; Yihuai Lan; Shan Dong; Mai Hieu Hien; Palakorn Achananuparp; Jing Jiang; Ee-Peng Lim Palakorn Achananuparp
491 Is a Picture Worth a Thousand Words? Adaptive Multimodal Fact-Checking with Visual Evidence Necessity Jaeyoon Jung; Yejun Yoon; Kunwoo Park Kunwoo Park

Session 2.5: Efficient Methods and Machine Learning for NLP 1

Friday, November 6, 15:30-17:00 · MR 6

# Paper Authors Presenter
16 PRC: An Efficient and Unified Framework for Evaluating Robustness and Controllability of Large Language Models on Few-shot Prompt Variations Chunpeng Ma Chunpeng Ma
96 Supportive Token Revealing for Fast Diffusion Language Model Decoding Giries Abu Ayoub; Mario Barbara; Lluís Pastor-Pérez; Tanja Bien; Aneesh Barthakur; Alaa Maalouf; Loay Mualem Giries Abu Ayoub
107 Token-Level On-Policy Contrastive Distillation Without Full Rollouts Jian Yang; Chern Hong Lim; Thuy-Trang Vu Jian Yang
118 EnComp: Lightweight Encoder-Only Context Compression for Retrieval-Augmented Question Answering Thao Do; Dinh Phu Tran; An Vo; Seon Kwon Kim; Daeyoung Kim Thao Do
237 Less Random, More Incoherent: Greedy Hadamard Alignment for LLM Quantization Yun Ye; Zhaoqi Wu; Xueshu Wang; Cong Zhang; Zhu Yongbo; Zhonghua Sun; BERYL XU Yun Ye
342 mSFT: Addressing Dataset Mixtures Overfitting Heterogeneously in Multi-task SFT Woosung Koh; Jeyoung Jeon; Youngjin Song; Yujin Cheon; Soowon Oh; Jaehyeong Choi; Se-Young Yun Jeyoung Jeon

Session 3.1: Resources and Evaluation 3

Saturday, November 7, 10:30-12:00 · Muhe B+C

# Paper Authors Presenter
361 LKValues: Aligning Large Language Models with Sri Lankan Societal Values Nethmi Muthugala; Supryadi; Surangika Ranathunga; Nisansa de Silva; Ruijie Tao; Ovindu Gunatunga; Pengyun Zhu; Shaowei Zhang; Jingting Zheng; Deyi Xiong Nethmi Muthugala (M.W.N.N.Muthugala)
381 A Reliability Audit of Aggregated MTEB Scores: Coverage Asymmetry and Language-Specific Rank Inversions Across 17 Languages Archit Rastogi Archit Rastogi
402 DeepVision-103K: A Visually Diverse, Broad-Coverage, and Verifiable Mathematical Dataset for Multimodal Reasoning Haoxiang Sun; Lizhen Xu; Bing Zhao; Wotao Yin; Wei Wang; Boyu Yang; Rui Wang; HU WEI Haoxiang Sun
416 VERGE: Verification-Enhanced Generation of Multi-Hop Evaluation Datasets for Task-Specific RAG Kyosuke Morita Kyosuke Morita
421 Auditing PEFT Claims: A Stability Probe Unifying Three LoRA-Variant Fragility Patterns Suan Lee; JaeSeong Kim Suan Lee
422 Memorization or Extraction? Auditing LLM-Based Recovery of Scientific Assumptions Suan Lee; JaeSeong Kim Suan Lee

Session 3.2: LLM Agents and Learning

Saturday, November 7, 10:30-12:00 · MR 3

# Paper Authors Presenter
108 A Survey of the Training Process of LLM-Based Agents Zhisong Zhang; Lemao Liu; Tianqing Fang; Deng Cai; Jiahao Xu Zhisong Zhang
227 Knowing When to Critique: Task-Adaptive Metacognitive Regulation for Reliable LLM Reasoning Xinmeng Hou; Ziting Chang; Zhouquan Lu; Bohao Qu; Liang Wan; Wei Feng; Hai Hu; Qing Guo Ziting Chang
345 YouRA: A Persistent-State Architecture for Evidence-Traceable Autonomous Research Agents Woo Yoon Kyu; Woojin Lee; Jin-Xia Huang Yoonkyu Woo
589 JanusPO: Asymmetric Clip and KL for Entropy-Stable Group Policy Optimization in Tool-Augmented LLM Reasoning Hao Li; Man Fung Zhuo; Guangxin Wu; Yusen Wu; Jiayu Wu Hao Li
591 HorizonBench: Evaluating Ideation Agents on Future Scientific Discoveries Markus Flicke; Haoyu He; Kashyap Chitta; Yong Cao; Andreas Geiger Yong Cao
637 Diagnosing and Mitigating Compounding Failures in Agentic Persuasion via Taxonomic Strategy Retrieval Sana Ayromlou; Purvi Sehgal; Pradyumna Narayana Pradyumna Narayana

Session 3.3: Clinical and Biomedical Applications

Saturday, November 7, 10:30-12:00 · MR 4

# Paper Authors Presenter
5 Generating Linguistically Diverse and Semantically Faithul Patient Reports Alejandra Lorenzo; Adrien Coulet; Claire Gardent Adrien Coulet
139 EvidenceRL: Reinforcing Evidence Consistency for Trustworthy Language Models J. Ben Tamo; Yuxing Lu; Benoit Louis Marteau; Micky C. Nnamdi; May Dongmei Wang Yuxing Lu
221 Cleaner Speech, Weaker Generalization: Revisiting Pitt-Derived Benchmarks for Alzheimer’s Disease Detection Luqi Sun; Shreeram Suresh Chandra; Lin Zhang; You-Jin Li; Brian MacWhinney; Yu Tsao; Emily Mower Provost; Berrak Sisman Luqi Sun
222 CARE-Bench: Benchmarking Patient-Facing LLM Triage Yining Hua; Hongbin Na; Cyrus Ayubcha Hongbin Na
667 Lay-Language and Cross-Lingual Disparities in LLM Medical Diagnosis: A Case Study in Rheumatological Skin Conditions Grayson Hubbell; Yifei Zhang; Saksham Khatwani; Sriram Sankaranarayanan; Indira Sriram; Maria Leonor Pacheco Grayson Hubbell
703 Query-Conditioned Graph Retrieval for Contextualized LLM Reasoning in Personalized Wearable Data Zhenyu Lu; Mahyar Abbasian; Amir M. Rahmani Zhenyu Lu

Session 3.4: Interpretability and Analysis of Models for NLP 1

Saturday, November 7, 10:30-12:00 · MR 5

# Paper Authors Presenter
65 Sparse Autoencoders Can Capture Language-Specific Concepts Across Diverse Languages Lyzander Marciano Andrylie; Inaya Rahmanisa; Mahardika Krisna Ihsani; Alfan Farizki Wicaksono; Haryo Akbarianto Wibowo; Alham Fikri Aji Lyzander Marciano Andrylie
144 Signatures of Steerability in Activation Space of Language Models Prajjwal Bhattarai; Tuka Alhanai Prajjwal Bhattarai
259 Decoupling Internal Representational Changes and Causal Importance in Fine-Tuned Large Language Models Lingfang Li; Procheta Sen; Shubham Das; Danushka Bollegala Lingfang Li
271 Empathy Is Not the Scapegoat for Declines in Factuality and Reliability Kanwal Mehreen; Letian Shi; Deheng Zhang; Yuxia Wang Yuxia Wang
318 Mechanistic Evidence Routing in Transformers: Margin-Gated Intervention for Retrieval-Conflict Hallucination Sridurgesh Ravichandran Sridurgesh Ravichandran
417 Encoded but Not Decoded: Layer-Localized Evidence for a Three-Level Gap in LLM Syntax Zhenyan Lu; He Wang; Xiaohui Huang Zhenyan Lu

Session 3.5: Machine Translation and Phonology

Saturday, November 7, 10:30-12:00 · MR 6

# Paper Authors Presenter
52 Improving Japanese-English Patent Claim Translation via Reasoning and GRPO with Syntactic Reward Shogo Tsujimoto; Katsuki Chousa; Masaaki Nagata; Ryohei Sasano Shogo Tsujimoto
191 Reference-Grounded Data Curation for Instruction-Following Thai-English Machine Translation Thodsaporn Chay-intr; Krittapad Harnchang; Mahannop Thabua; Kobkrit Viriyayudhakorn; Thanaruk Theeramunkong Thodsaporn Chay-intr
201 Video-guided Machine Translation for Indic Languages Pinaki Das; Srikar Ayyagari; Raj Dabre; Thuy-Trang Vu; Virendra Singh; Pushpak Bhattacharyya; Gholamreza Haffari Pinaki Das
207 Lexically Stable but Semantically Improvable: On the Editability of Machine Translation Drafts for LLM Post-Editing Tianlin Xiao; WenHan Chao Tianlin Xiao
235 ToneCL:Contrastive Learning for Few-Shot Syllable-Level Tone Classification Qisheng Liao; Youngah Do Qisheng Liao
571 Does Translation Preserve Who You Are? Quantifying Speaker Personality Consistency Across Languages Xinger Fu; Masaaki Nagata; Chenhui Chu Xinger Fu

Session 4.1: Resources and Evaluation 4

Sunday, November 8, 10:30-12:00 · Muhe B+C

# Paper Authors Presenter
459 PersonaPath: A Benchmark for Knowledge-Centric Personalized Learning Path Planning Yu Liu; Zeming Liu; Tianle Zhang; Zihao Cheng; Yuhang Guo; Kehai Chen; Min Zhang; Yunhong Wang; Haifeng Wang Yu Liu
461 Multicultural Spyfall: Assessing LLMs through Dynamic Multilingual Social Deduction Game Haryo Akbarianto Wibowo; Alaa Elsetohy; Qinrong Cui; Alham Fikri Aji Haryo Akbarianto Wibowo
464 Benchmarking Fine-Grained Readability Explanations for Arabic Nour Rabih; Khalid N. Elmadani; Hanada Taha; Nizar Habash Nour Rabih
468 Dating the Model: Hidden Dates in System Prompts Affect LLM Evaluation Mario Sanz-Guerrero; Minh Duc Bui; Manuel Mager; Katharina von der Wense Mario Sanz-Guerrero
476 Beyond Isolated Dots: Benchmarking Structured Table Construction as Deep Knowledge Extraction Tianyun Zhong; Guozhao Mo; Yanjiang Liu; Yihan Chen; Lingdi Kong; Xuanang Chen; Yaojie Lu; Hongyu Lin; Shiwei ye; Shanshan Jiang; Bin Dong; Le Sun; Ben He; Xianpei Han Tianyun Zhong
519 CriticGen: Generation-Aware Evaluation as Actionable Feedback Huifang Du; Zecheng Zuo; Sen Wang; Haofen Wang; Yehui Yang Zecheng Zuo

Session 4.2: Language Modeling

Sunday, November 8, 10:30-12:00 · MR 3

# Paper Authors Presenter
109 CHASE: Adversarial Red-Blue Teaming for Improving LLM Safety using Reinforcement Learning Rahul Markasserithodi; Aditya Joshi; Yuekang Li; Ishmanbir Singh; Chris Yoo; Alan Niu Rahul Markasserithodi
243 Bait-and-Recover: Poisoning Internal Refusal Signals to Defend LLMs against White-Box Editing Jailbreaks Tian Gao; Zhipeng Xie; Yuhao Wu; Junhua Liu; Xin Fang Zhipeng Xie
559 CLEF: Closed-Loop Error Feedback for Multi-Bit Watermarking in Short LLM-Generated Text Jing Wang; Kejun Qian; Pengyu Xiong; Qiankun Zhang; Yi Yang; Jing Fan Kejun Qian
567 Safety in Batches? Understanding and Mitigating Safety Failures in Batch Prompting Kihyun Kim; Hee-Seon Kim; Wonjun Lee; Changick Kim Kihyun Kim
657 LLM-as-RNN: A Recurrent Language Model for Memory Updates and Sequence Prediction Yuxing Lu; J. Ben Tamo; Jinrui Fang; Weichen Zhao; Nan Sun; Xukai Zhao; Yishan Zhong; Wenqi Shi; Jinzhuo Wang; May Dongmei Wang Yuxing Lu
776 See Every Block Once: Variance-Reduced Post-Training for Masked Diffusion Language Models Yunzhen He; Hiroaki Yamagiwa; Hidetoshi Shimodaira Yunzhen He

Session 4.3: Efficient Methods and Machine Learning for NLP 2

Sunday, November 8, 10:30-12:00 · MR 4

# Paper Authors Presenter
410 S$^4$R: Selective Sampling, Subspaces, and Sparse Reconstruction for Compressed Long-Context KV Caching Jialong Han; You Wu; Kewei Tu Jialong Han
471 ROCOB: Dual-Manifold Alignment with Optimal Budgeting for Training-Free PTQ Recovery Haoqi Yang; Teng Xiao; Zuchao Li; Hao Huang; Lefei Zhang; hai zhao Haoqi Yang
497 When Token Supervision Fails: Segment-Level On-Policy Distillation for Long-Horizon Agents Jialong Liu; Zuchao Li; Yuling Shi; Lefei Zhang; Baoyuan Qi; hai zhao JIALONG LIU
530 Efficient Task Adaptation in Large Language Models: A Survey of Weight-Based, Prompt-Based, and Embedding-Based Adaptations Jungwon Park; Changin Choi; Jimyeong Kim; Nojun Kwak; Wonjong Rhee Jimyeong Kim
640 Influcoder: Distilling Decoders’ Gradient Influence Rankings into an Encoder for Data Attribution Dimitri Kachler; Damien Sileo; Pascal Denis Dimitri Kachler
781 Not All Tokens Are Equally Important: Auditing and Compressing Redundancy in LLM Reasoning Nguyen-Khang Le; Dieu-Hien Nguyen; Truong Dinh Do; Le-Minh Nguyen Dieu-Hien Nguyen

Session 4.4: Semantics and Linguistic Structure

Sunday, November 8, 10:30-12:00 · MR 5

# Paper Authors Presenter
7 Dynamics of Meaning: Towards the Evaluation of Diachronic Semantic Change in Sinhala Nevidu Jayatilleke; Nisansa de Silva Nevidu Jayatilleke
13 Are Linguistic and Arithmetic Circuits Dissociated in LLMs? Riku Kisako; Tatsuki Kuribayashi; Ryohei Sasano Riku Kisako
384 WiC is Not WSD: A Study on LLMs and Lexical Ambiguity Resolution Yi Zhou; Kiamehr Rezaee; Danushka Bollegala; Mohammad Taher Pilehvar; Jose Camacho-Collados Yi Zhou
451 Edit Policy-Aligned Text Simplification Xuanxin Wu; Yuki Arase; Masaaki Nagata Xuanxin Wu
486 You Can Create Words Rather Than Just Detect Them: Towards A New Paradigm of Chinese Neologisms Qiliang Liang; Hansi Wang; Yue Wang; Yang Liu Qiliang Liang
575 Cross-Lingual Semantic Fusion: Towards Universal Sentence Representations via LLMs Zhen Hu; Zhu Liu; Ying Liu Zhen Hu

Session 4.5: Question Answering and Retrieval

Sunday, November 8, 10:30-12:00 · MR 6

# Paper Authors Presenter
81 DBRAG: Multi-Table Retrieval-Augmented Generation for Complex Database Queries Prince Larbi Ampofo; Ryoji Kubo; Djellel Difallah Djellel Difallah
133 When the Correct Law Still Fails: A Diagnostic Benchmark for Law-in-Force Retrieval in Versioned Legal RAG Yuchen Yao; Yiran HU; 张凯翔; Yixin Su; Jiani Ge; Yun Liu Yuchen Yao
277 CoMMA: Conflict-Aware Read-Time Control for Conversational Memory QA Zixiao Wang; Xingbo Du; Duzhen Zhang; Le Song Zixiao Wang
399 Training-Free Residual-Guided Retrieval for Multi-hop KGQA with Single-Step LLM Inference Keito Sei; Sunil Kumar Maurya; Yohei Kobashi; Yutaka Matsuo Keito Sei
516 CRAFT: A Unified Counterfactual Reasoning Framework for Tabular Question Answering and Fact Verification Chenshuo Pan; Yu Zhao; Jie Zhang; Changzai Pan; Jiayi Liang; Yujie Mao; Zhenhe Wu; Shuangyong Song; Yongxiang Li; Zhongjiang He Yu Zhao
528 STRIDE: Structural Reasoning for In-context Demonstration Extraction in Multi-hop Question Answering Shiwei Chen; Bin Liang; Hui Wang; Yue Yu; Kam-Fai Wong; Ruifeng Xu Keyang Ding

Session 5.1: Resources and Evaluation 5

Sunday, November 8, 14:00-15:30 · Muhe B+C

# Paper Authors Presenter
531 ArtHopQA: Diagnosing Hidden-Chain Recovery in Artwork Question Answering Xuefeng Wei; Xuan Zhou; Yuta Kato; Shintaro Ozaki; Kazuki Hayashi; Yusuke Sakai; Hidetaka Kamigaito; Katsuhiko Hayashi; Taro Watanabe Yusuke Sakai
547 K-Prism: A Korean Diagnostic Benchmark for Multi-faceted Hallucination in Vision-Language Models Min Hyuk Kim; DONG HYOK SHIN; Jimi Lee; Jin Yea Jang Min Hyuk Kim
548 KoMMERCE: A Korean Multimodal and Multitask Evaluation Benchmark for Reliable Conversational E-commerce Agents Byunggill Joe; San Kim; Minyoung Jung; DONG HYOK SHIN; Yu-Jeong Sung; Saim Shin Byunggill Joe
584 KBS: A Korean Benchmark Suite for Foundation Model Evaluation Yeonkyoung So; Jongmin Kim; Sungmok Jung; Gyuseong Lee; Sangho Kim; Jongyeon Park; Joonhak Lee; Seho Pyo; Gyeongje Cho; Seorin Kim; Jisoo Kim; Suyoung Park; Hyunji M. Park; Yelim Ahn; Yeongho Seo; Jaejin Lee Yeonkyoung So
730 What Improves During Pretraining? Temporal Stability Reveals Uneven Learning in LLM Benchmarks Chang Su; Bin Wu; Emine Yilmaz; Yao Lu Chang Su
778 Back to Basics, Powered by Data: Character-Level Transformers for Robust Chinese Machine-Generated Text Detection Shengjie Xu; Zhenghao Gao; Rujie Dai; Zijing Li; Xiaoyang Xie; Zehua Lyu Shengjie Xu
Zhenghao Gao      

Session 5.2: Multimodal, Medical, and Embodied Models

Sunday, November 8, 14:00-15:30 · MR 3

# Paper Authors Presenter
315 Routing-Based Continual Learning for Multimodal Large Language Models Jay Mohta; Kenan E. Ak; Gwang Gook Lee; Dimitrios Dimitriadis; Yan Xu; Mingwei Shen Gwang Gook Lee
689 Latent Prediction Needs Alignment: A Controlled Study of Joint-Embedding Predictive Vision–Language Learning Mohammad Kohankhaki; Daniel Kusuma; Shirin Salehi; Carsten Kamp; Sigrid Brell-Cokcan; Anke Schmeink Mohammad Kohankhaki
321 Universal Boosts, Specific Suppressors: Sparse Autoencoder Steering of Medical Vision-Language Models Farhad Nooralahzadeh; Benjamin Gundersen; Nicolas Deperrois; Hidetoshi Matsuo; Mizuho Nishio; Thomas Frauenfelder; Ahmed Allam; Christian Bluethgen; Michael Moor; Michael Krauthammer Farhad Nooralahzadeh
613 MedHal: A Synthetic Dataset for Medical Hallucination Detection Fabrice Lamarche; Gaya Mehenni; Neshat Elhami Fard; Odette Rios-Ibacache; Li Ming Wang; John Kildea; Amal Zouaq Fabrice Lamarche
774 Encoded but Not Express: Probing Subtle Speech-Conditioned Emotion in Large Audio Language Models Jingxi Liang; Pengze Guo; Qifeng Wang; Zhiwen Xie; Yujia Huo; Derek F. Wong Pengze Guo
777 Amortizing Self-Correction for Continual Embodied Adaptation Woo Kyung Kim; Jooyoung Kim; Minjong Yoo; Honguk Woo Woo Kyung Kim

Session 5.3: Information Extraction, Retrieval, and Code

Sunday, November 8, 14:00-15:30 · MR 4

# Paper Authors Presenter
44 Escaping the Tokenizer Trap: Probabilistic Semantic Routing for Dense Retrieval in Specialized Domains Siu Hin Ng Siu Hin Ng
586 DisamKB: Direct Construction of Disambiguated Knowledge Bases from Large Language Models Yujia Hu; Tuan-Phong Nguyen; Simon Razniewski Yujia Hu
608 Target-Conditioned Gating for Many-to-Many Argument Assignment in Document-Level Event Extraction Junru Liao; Haoran Wang; Xuanjing Huang; Yatian Shen Haoran Wang
696 Do not be greedy, Think Twice: Sampling and Selection for Document-level Information Extraction Mikel Zubillaga; Oscar Sainz; Oier Lopez de Lacalle; Eneko Agirre Mikel Zubillaga
705 Policy-Conditioned Constrained Decoding for Column-Level Access Control in Text-to-SQL Miyamoto Ryoto; Xin Fan; Hayato Yamana Ryoto MIYAMOTO
714 Domain-Agnostic Neural Topic Modeling with Contextual Token-Level Semantic Graph Representation Seung-Won Seo; Won Ik Cho; Yongmin Yoo Seung-Won Seo

Session 5.4: Multilingualism and Cross-Lingual NLP

Sunday, November 8, 14:00-15:30 · MR 5

# Paper Authors Presenter
137 Composing Within Constraints: A Benchmark for Thai Classical Poetry in Large Language Models Nutchanon Yongsatianchot; Phuvis Kerdpramote Nutchanon Yongsatianchot
296 DuDi: Dual-Signal Distillation with Cross-Lingual Verbalizer Patomporn Payoungkhamdee; Tinnakit Udsa; Jian Gang Ngui; Sarana Nutanong; Alham Fikri Aji; Peerat Limkonchotiwat Tinnakit Udsa
388 MGSM-Pro: A Simple Strategy for Robust Multilingual Mathematical Reasoning Evaluation Tianyi Xu; Kosei Uemura; Alfred Malengo Kondoro; Catherine Nana Nyaah Essuman; Tadesse Destaw Belay; Ifeoma Okoh; Ganiyat Afolabi; Ayodele Awokoya; David Ifeoluwa Adelani Tianyi Xu
389 IndicIFEval: A Benchmark for Verifiable Instruction-Following Evaluation in 14 Indic Languages Thanmay Jayakumar; Mohammed Safi Ur Rahman Khan; Raj Dabre; Ratish Puduppully; Anoop Kunchukuttan Thanmay Jayakumar
554 CulturALL: Benchmarking Multilingual and Multicultural Competence of LLMs on Grounded Tasks Peiqin Lin; Chenyang Lyu; Wenjiang Luo; Haotian Ye; Md Mehrab Hossain; Chunlan Ma; Shaoxiong Ji; Younes Samih; Bo Zeng; Fan Jiang; Yuanbin Cao; DILDA DUISENBEK; Adrian Neo Sau Xun; POZDNIAKOVA DARIA; MISEVICH LIUBOU; Marinković Nevena; Ngoc Gia Linh Nguyen; THI KHANH LINH DO; SARAKMATAK SOPHY; Baotian Hu; Guanhua Chen; Gongbo Tang; Alham Fikri Aji; Longyue Wang; Weihua Luo Peiqin Lin
695 Toward LLMs Beyond English-Centric Development Sho Takase; Ukyo Honda Sho Takase

Session 5.5: Sentiment, Culture, and Model Behavior

Sunday, November 8, 14:00-15:30 · MR 6

# Paper Authors Presenter
566 What Makes User Reactions Useful for Fake News Detection? Yassine Toughrai; David Langlois; Smaili Yassine Toughrai
34 Argument Summarization: A Unified Task Definition, Taxonomy, and Survey Zhiqiang Shi; Oana Cocarascu Zhiqiang Shi
478 Explainable End-to-End Argument Mining with Toulmin‑Structured Explanations Zhiqiang Shi; Oana Cocarascu Zhiqiang Shi
14 Steering with Multilingual Lexicons for Sentiment Control in Low-Resource Languages Lucinda Laurent; Muhammad Dehan Al Kautsar; Alfan Farizki Wicaksono; Fajri Koto Lucinda Laurent