EMNLP

2022–2026 LIVE

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Natural Language Processing

2026 · 2,627 papers

このEditionに反映済みのmain full research papersのみ掲載しています。著者リンクは日本の大学への著者別所属根拠がある場合に限ります。

2026 · EMNLP
Bargaining with Internal Evidence: Receiver-Constrained Decoding for Factual Reliability in Large Language Models
Chenhao Lin, Mouyi Zhang, Peng Chen, Xin Zheng, Yuejia Hong, Nan Gao
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Bayesian Control for Coding Agents
Theodore Papamarkou, Vladislav Smirnov, Viktor Mazanov, Artem Vazhentsev, Preslav Nakov, Timothy Baldwin, Artem Shelmanov
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Bayesian Sparse Low-Rank Adaptation for Large Language Model Uncertainty Estimation
Jijie Zhang, Zhe Ren, Quan Zhang, Dandan Guo
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beetle: A Bilingual Model Suite for Modelling Second-Language Processing
Suchir Salhan, Catherine Arnett, James A. Michaelov, Paula Buttery
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Before You Poll with LLMs: A Deliberative Diagnostic Framework
Ahmed Wali, Hassaan Tayyab
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Behavior-Preserving KV Cache Compression
Doo Hwan Hwang, Junyoung Jang, Junho Na, Hosung Lim, Kee-Eung Kim
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Behind-the-Scenes Challenges in Sino-Tibetan Low-Resource Language Technology Development
Shuheng Liu, Michael L. Best
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
BenchBrowser: Retrieving Evidence for Evaluating Benchmark Validity
Harshita Diddee, Gregory Yauney, Swabha Swayamdipta, Daphne Ippolito
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
BenchPreS: A Benchmark for Context-Aware Personalized Preference Selectivity of Persistent-Memory LLMs
Sangyeon Yoon, Hyesoo Hong, Wonje Jeung, Yongil Kim, Wooseok Seo, Heuiyeen Yeen, Albert No, Sunkyoung Kim
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Benchmarking Aggregation Queries over Unstructured Text
Haojia Zhu, Jiahui Jin, Haoyu Li, Qinyuan Xu, Yuxi Liu, Zihan Zhou, Hanchen Qiu, Jiaoyan Chen, Jinghui Zhang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Benchmarking Bengali Dialectal Bias: A Multi-Stage Framework Integrating RAG-Based Translation and Human-Augmented RLAIF
K. M. Jubair Sami, Dipto Sumit, Ariyan Hossain, Farig Sadeque
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Benchmarking Correctness and Security in Multi-Turn Code Generation
Ruchit Rawal, Jeffrey Yang Fan Chiang, Chihao Shen, Jeffery Siyuan Tian, Aastha Mahajan, Tom Goldstein, Yizheng Chen
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Benchmarking LLM-as-a-Judge for Long-Form Output Evaluation
Junjie Chen, Yuxi Dong, Haitao Li, Weihang Su, Yujia Zhou, Min Zhang, Yiqun Liu, Qingyao Ai
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Benchmarking Language Models for Statistical Problem Formulation
Chen Wang, Junzhe Zhao, Xin Cong, Wanlu Deng, Ke Deng
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Benchmarking Patent Drafting from Inventor-Style Disclosures
Lekang Jiang, Wenjun Sun, Stefan Goetz
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Benchmarking and Boosting Multilingual Capabilities of LVLMs via OCR-Centric Reinforcement Learning
Junyuan Gao, Jiahe Song, Jiang Wu, Runchuan Zhu, Shenguanlin, Shasha Wang, Xingjian Wei, Haote Yang, Weijia Li, Bin Wang, Lijun Wu, Conghui He
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beneath the Diff: Diagnosing and Mitigating Algorithmic Mode Collapse in Code-Level Autonomous Research Loops
Bowei He, Weixu Zhang, Yili Jin, Xue Liu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beneath the Surface of Chains-of-Thought: A Mechanistic Interpretation of Reasoning Operations in LLMs
Seogyeong Jeong, Jaehui Hwang, Dongyoon Han, Geonmo Gu, Alice Oh, Taekyung Kim
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Berry-LR: Literature Retrieval for Automatic Scientific Survey Generation via Berrypicking Model
Yajiao Wang, Yang Li, Xiaotao Wang, Xun Feng, Yi Liu, Mengting Zhang, Xin Lin, Maodi Hu, Zhixiong Zhang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Better Retrieval, Worse Robustness: How Multi-hop RAG Amplifies Upstream ASR Errors
Zhenghua Bao
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Between Multiple Choice and Open Response: Evaluating LLMs with Option-Free Deterministic Scoring
ZhongKen Hew, Sze Jue Yang, Chee Seng Chan
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Accuracy: Community Perspectives on Machine Translation
Yujun Wang, Ehud Reiter, Shimei Pan, Steffen Eger, Wei Zhao
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Adapter Expansion: Packing Multiple Tasks into Spare LoRA Capacity
Shuangjie Fan, Chengxiang Huang, Zhiyuan Zhao, Piotr Koniusz, Junyu Gao, Di Hu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Analysis: Training Language Models with Internal Mechanistic Feedback
Hanlin Xue, Gang Zhang, Xiangyuan Wang, Yunhao Bai, Yulong Wan, Xiang Li, Jiaqi Zhou, Ruochong Xiong, Junfei Liu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Append-Only Decoding: A Recursive Edit-Based Encoder for Arithmetic Length Generalization
Bong Gyun Kang, Junyong Ahn, Jieun Byeon, Sungroh Yoon
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Bag-of-Words: Generative Structural Regularization for Dense Table Retrieval
WeiJie Liu, Shanshan Chen, Fang Kong
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Blind Compliance: Benchmarking Task Verification in OCR Reasoning
Yue Zhou, Yuan Wu, Yi Chang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond CTC Spikes: LLM-Driven Gloss-Temporal Supervision for Continuous Sign Language Recognition
Junfeng Zhu, Cheng Jin, Yuchun Fang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Case-Level Similarity: Multi-Defendant Legal Case Retrieval via Individual-Aware Reasoning
Yi Yang, Ruize Ma, Yi Feng, Chuanyi Li, Vincent Ng
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Chunking: Efficient Global Pooling for Holistic Long-Document Representation
Hoin Jung, Xiaoqian Wang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Codebook Uniformity: Triplet-Level Metrics and Triplet-Driven Semantic IDs for Generative Retrieval
Xiang Tan, Dongliang Liao, Junwu Du, Haijun Wu, Run He, Shuquan Man, Ziqian Zeng, Huiping Zhuang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Conditional Computation: Retrieval-Augmented Genomic Foundation Models with Gengram
Huinan Xu, Xuyang Feng, Junhong Chen, Junchen Liu, Kaiwen Deng, Kai Ding, Shengning Long, Jiaxue Shuai, Zhaorong li, Shiping Liu, Guirong Xue, Zhan Xiao
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Consensus: Perspectivist Modeling and Evaluation of Annotator Disagreement in NLP
Yinuo Xu, David Jurgens
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Decodability: Reconstructing Language Model Representations with an Encoding Probe
Gaofei Shen, Martijn Bentum, Tomas Ostar Lentz, Afra Alishahi, Grzegorz Chrupała
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Dense States: Sparse Transcoders as Causally Testable Operators for LLM Latent Reasoning
Yadong Wang, Haodong Chen, Yu Tian, Chuanxing Geng, Dong Liang, Xiang Chen
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Epistemic Collapse: Disagreement-Aware Scientific Retrieval-Augmented Generation
Animesh Mishra, Krishang Sharma, Sonia Khetarpaul
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond FLOPs: Benchmarking Real Inference Acceleration of LLM Pruning under a GEMM-Centric Taxonomy
Haozhe Hu, Hao Wu, Anhao Zhao, Longwei Ding, Peiran Yin, Yunpu Ma, Xiaoyu Shen
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Final Success: Semantic Progress Diagnostics for Agent Trajectory Evaluation
Nan Xue, Tinghao Wang, Li Tang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Good Intentions: When Does the Framing of Multilingual and Low-Resource NLP Research Become a Caricature?
Nedjma Ousidhoum, Noopur Zambare, Mohamed Abdalla
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Homogeneous Attention: Memory-Efficient LLMs via Fourier-Approximated KV Cache
Qiqi Wang, Siyang He, Xiaoran Liu, Ruixiao Li, Yuerong Song, Zhigeng Liu, Mianqiu Huang, Zengfeng Huang, Qipeng Guo, Ziwei He, Xipeng Qiu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Input Understanding: Diagnosing Multilingual Mathematical Reasoning with Directed Acyclic Trace Graphs
Jiaqiao Zhang, Zhoujun Li, Raoyuan Zhao, Jian Lan, Thomas Seidl, Michael A. Hedderich, Hinrich Schuetze, Yihong Liu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Junk Tokens: Subsumed Tokens in Japanese Subword Tokenization
Toshiki Yamaguchi, Kazuo Hara, Ikumi Suzuki
Natural Language Processing
日本大学: 山形大学
2026 · EMNLP
Beyond Leaderboards: A Frozen-Rubric Contract for Position-Invariant Winning-Argument Detection
Zida Yang, Weiqing Zeng, Guquan You, Jiexin Zheng
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Linearization: Attributed Table Graphs for Table Reasoning
Yuxiang Wang, Junhao Gan, Shengxiang Gao, Shenghao Ye, Zhengyi Yang, Jianzhong Qi
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Magnitude: Contrastive Routing for Modular Mixture-of-Experts
Nikolaos Xiros, Dimitrios Damianos, Maria-Eleni Zoumpoulidi, Leon Voukoutis, Vassilis Katsouros, Georgios Paraskevopoulos
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Max Tokens: Stealthy Resource Amplification via Tool Calling Chains in LLM Agents
Kaiyu Zhou, Yongsen Zheng, Yicheng He, Meng Xue, Xueluan Gong, Yuji Wang, Xuanye Zhang, Kwok-Yan Lam
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Naturalness: Probing Automated TTS Evaluators on Linguistically Grounded Dimensions
Oluwanifemi Bamgbose, Jash Shah, Simon Rosen, Lindsay Devon Brin, Hoang H Nguyen, Anke Koelzer, Rachel Hansen, Tara Bogavelli, Fanny Riols
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Next-Observation Prediction: Agent-Authored World Modeling for Sequential Decision Making
Guangfeng Cai, Kaibing Yang, Shuo He, Yu Li, Shengtian Yang, Jiaqi Lv, Lei Feng
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Outcome Gaps: Process-Aware Fairness Diagnosis for LLM-based Multi-Agent Decision Systems
Yiran Zhao, Lu Zhou, Liming Fang, Yufei Chen, Jiafei Wu, Zhe Liu, Xiaogang Xu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Outliers: A Data-Free Layer-wise Mixed-Precision Quantization Approach Driven by Numerical and Structural Dual-Sensitivity
Hengyuan Zhang, Xinrong Chen, Zunhai Su, Xiao Liang, Jing Xiong, Wendong XU, He Xiao, Chaofan Tao, Wei Zhang, Ruobing Xie, Lei Jiang, Hayden Kwok-Hay So, Ngai Wong
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Output Correctness: Benchmarking and Evaluating Large Language Model Reasoning in Coding Tasks
Yuangang Li, Justin Tian Jin Chen, Ethan Yu, David Hong, Iftekhar Ahmed
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Output-Level Correction: Tracing Positional Bias to Early-Layer Commitment in Transformer Multiple-Choice Evaluation
Soyeon Lee, Minhyeok Lee
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Over-Simplification and Over-Personalization: Lexical Complexity Prediction for Leveled Reading
Huidan Xu, Ying Liu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Passive Debate: Intent-Driven Multi-Agent Deliberation for Reasoning under Incomplete Knowledge Graphs
Yongqiang Liu, Qiyao Peng, Binrong Liu, Jiawei Chen, Xuewei Li, Ning Yuan
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Perfect APIs: Evaluating LLM Agents Under Realistic API Complexity
Doyoung Kim, Zhiwei Ren, Jie Hao, Zhongkai Sun, Lichao Wang, Xiyao Ma, Xu Han, Jun Yin, Heng Ji, Wei Shen, Xing Fan, Benjamin Z. Yao, Chenlei Guo
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Planning: Sparse Context Reset for Long-Horizon GUI Agents
Weiyao Huang, Xinye Wu, Zeming Liu, Xiaoyu Shen, Yunpu Ma
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Policy Optimization: A Data Curation Flywheel for Sparse-Reward Long-Horizon Planning
Yutong Wang, Ryan Ji, Kaixin Li, Baolong Bi, Tao Feng, Guillaume Adrien Sartoretti
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Prefix Answering: Parallel Infilling Reading for Long Contexts with Diffusion Language Models
Han Peng, Zican Dong, Peiyu Liu, Jingyuan Zou, Pengfei Li, Xin Zhao
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Prompts: Discovering Jailbreak Motifs in Sparse Feature Space
Zhongzhi Li, Jiahui Han, Jialing Tao, Huiqi Deng, Na Zou, Ninghao Liu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Referring Expressions: Scenario Comprehension Visual Grounding
Ruozhen He, Nisarg A Shah, Qihua Dong, Zilin Xiao, Jaywon Koo, Vicente Ordonez
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Retraining-Free MoE Compression: A Cost-Normalized Study of Post-Compression Adjustment
Sieun Hyeon, Jaeyoung Do
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Retrieval: Structuring Evolving and Inconsistent External Knowledge with Proposition Relations for RAG
Noriki Nishida, Fei Cheng, Yuji Matsumoto
Natural Language Processing
日本大学: 京都大学 / 東北大学
2026 · EMNLP
Beyond SFT-Optimality: Cold-Start Data Selection for Reinforcement Learning via Gradient Subspace Coverage
Haisheng Lv, Zikun Su, Jingbang Liu, Zilu Huang, Xinzhang Liu, Wenmin Deng, Yu Zhao, Chao Wang, Shuangyong Song
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Safe Answers: Segment-Aware Listwise Alignment for Reasoning Safety in Large Reasoning Models
JungMin Yun, Junehyoung Kwon, Hayeong Ryu, Byeonggeuk Lim, Hoejoon Kwon, YoungBin Kim
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Scores: Understanding LLM-as-a-Judge Mechanisms in Summarization Evaluation
Himil Vasava, Ming Jiang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Seeing: Evaluating Multimodal LLMs on Tool-Enabled Image Perception, Transformation, and Reasoning
Xingang Guo, Utkarsh Tyagi, Advait Gosai, Paula Vergara, Jayeon Park, Ernesto Gabriel Hernández Montoya, Chen Bo Calvin Zhang, Bin Hu, Yunzhong He, Bing Liu, Rakshith Sharma Srinivasa
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Semantic Accuracy: Consequence-Aware Evaluation for Safety-Critical Language Understanding
Yujing Chang, Duc-thinh Pham, Van-Phat Thai, Chunyao Ma, Yash Guleria, Pham Nhut Huy, Sameer Alam
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Semantic Organization: Memory as Execution State Management for Long-Horizon Agents
Yaoqi Chen, Haibin Lai, Yuru Feng, Chuyu Han, Qianxi Zhang, Baotong Lu, Menghao Li, Xinjiang Wang, Zewen Jin, Hao Wu, Cheng Li, Qi Chen
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Sequence Order: Syntax-Informed Positional Embeddings for Transformers
Haris Riaz, Hyungji Kim, Mihai Surdeanu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Shallow Alignment: How Post-Training Methods Determine Refusal Circuits And Steering Robustness
Hoang Cuong Nguyen, Mark Dras, Usman Naseem
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Single-Attribute Auditing: A Configurable Multi-Attribute Benchmark for Intersectional Fairness in LLMs
Zheng Zhang, Yifan Wu, Yuxiang Zhou, Qi Liu, Qingyang Mao, Ning Li, Weibo Gao, QiYuan Shi, Zhenya Huang, Baosheng Yu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Single-Policy: Evaluating Composed Organization-Specific Policy Alignment in LLM Chatbots
Yingjie Liu, Yongxiang Hu, Xuan Wang, Yilun Li, Yunlei Wei, Xiaoyu Wang, Yangfan Zhou
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Sparse Rewards: A New Benchmark and Structure-Aware Graph Alignment for Micro-Drama Understanding
Yixin Qin, Shi-Zhe Chen, Zhiqi Yu, Siyuan Cheng, Tao Cheng, Jinwen Luo, Zheng Wei
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond State Consistency: Behavior Consistency in Text-Based World Models
Youling Huang, Guanqiao Chen, Junchi Yao, Lu Wang, Fangkai Yang, Chao Du, ChenZhuo Zhao, Pu Zhao, Qingwei Lin, Saravan Rajmohan, Dongmei Zhang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Static Grounding: Behavioral Contracts for Trustworthy Retrieval-Augmented Generation
Weiqing Zeng, Zida Yang, Guquan You, Haoran Yang, Yu Zheng
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Static Retrieval: Opportunities and Pitfalls of Iterative Retrieval in GraphRAG
Kai Guo, Xinnan Dai, Shenglai Zeng, Harry Shomer, Haoyu Han, Yu Wang, Hui Liu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Static Symbols: Evidence-Grounded Visual Checklists for Cultural Activity Generation
Hongcan Deng, Bo Ma, Yating Yang, Rong Ma, Zhen Wang, Xi Zhou, Rui Dong, Turghun Osman
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Superficial Unlearning: Sharpness-Aware Robust Erasure of Hallucinations in Multimodal LLMs
Xianya Fang, Feiyang Ren, Xiang Chen, Yu Tian, Zhen Bi, Haiyang Yu, Sheng-Jun Huang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Surface Forms: A Comprehensive, Mechanism-Oriented Taxonomy of Indirect Linguistic Encoding for LLM-Based Coded Language Detection
Hamid Reza Firoozfar, Mohammadsadegh Abolhasani, Reza Mousavi, Paul Jen-Hwa Hu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Survival: Evaluating LLMs in Social Deduction Games with Human-Aligned Strategies
Zirui Song, Yuan Huang, Junchang Liu, Haozhe Luo, Chenxi Wang, Lang Gao, Zixiang Xu, Bairui Zhang, Mingfei Han, Xiaojun Chang, Xiuying Chen
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Task Boundaries: Instruction-Level Parameter Isolation for Supervised Fine-Tuning
Zekai Lin, Long Xiang, Di Liang, Peiyang Liu, Zhanghao Hu, Mengze Hong, Xianjie Wu, Minlong Peng
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Text Following: Repairable Arbitration Reversals in Audio-Language Models
Yichen Gao, Yiqun Zhang, Zijing Wang, Yujia Li, Heng Guo, Xi Wu, Xiaocui Yang, Shi Feng, Yifei Zhang, Daling Wang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Token Positions: Safety Alignment Across Denoising Steps in Diffusion Language Models
Guoli Wang, Haonan Shi, Tu Ouyang, An Wang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Tokens: Semantic-Aware Speculative Decoding for Efficient Inference by Probing Internal States
Ximing Dong, Shaowei Wang, Dayi Lin, Boyuan Chen, Ahmed E. Hassan
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Top-k : Mass-Aware Support Sampling for On-Policy Distillation
Yu Wang, Xinran Chen, Yuchen Li, Zhang Honghai, Rui Kong, Jiamin Chen, Lingyong Yan, Linghe Kong, Chen Ma, Haoyi Xiong, Dawei Yin
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Truncation: Rethinking LLM Decoding as Ensemble Pruning
Dunyao Xue, Chengshuo Du, Zhengbo Wang, Wenlin Dai, Cheng Meng
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond Visual Memory: Mechanistic Diagnostics of Latent Visual Reasoning
Jiawei Guo, Yu Chen, Xiang Wang, Shuai Li, Xinpei Zhao, Huaxing Liu, Shuai Dong, Feifei Zhai, Yu Zhou
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond a Single Story: Meta-Reviewing Sparse and Incomplete User-generated Contents for Recommendation
Hongren Wang, Tianjun Wei, Yingpeng Du, Jie Zhang, Theng Yin Leng
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond the Current Observation: Evaluating Multimodal Large Language Models in Controllable Non-Markov Games
Shengyuan Ding, Xilin Wei, Xinyu Fang, Haodong Duan, Dahua Lin, Jiaqi Wang, Yuhang Zang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond the Efficiency Paradox: Unlocking Multimodal Subspaces via Cumulative Information Span
Xiuze Zhou, Xiaowen Chu, Xuming Hu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond the Final Layer: Intermediate Representations for Better Multilingual Calibration in Large Language Models
Ej Zhou, Caiqi Zhang, Tiancheng Hu, Chengzu Li, Nigel Collier, Ivan Vulić, Anna Korhonen
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond the Illusion of Consensus: From Surface Heuristics to Knowledge-Grounded Evaluation in LLM-as-a-Judge
Mingyang Song, Mao Zheng
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond the Payload: How User Invocation Shapes Coding Agent Vulnerability to Repository Poisoning
Fukang Zhu, Binbin Zhao, Ruixiao Lin, Ping He, Tianyu Du, Shouling Ji
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond the Rabbit Hole: Mapping the Relational Harms of QAnon Radicalization
Bich Ngoc Doan, Giuseppe Russo, Gianmarco De Francisci Morales
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond the Retweet: A Large-Scale Dataset of Reader Emotion, Propagation Intent, and Behavior
Yujin Zheng, Jian Liao, Suge Wang, JianXing Zheng, Deyu Li, Qian Chen
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond the Stability-Exploration Dilemma: Environmental Regularization for LLM Policy Optimization
Xianlei Zhou, Xiangdi Meng, Yu He, Tianyu Qi, Shuyan Guan, Xianli Zhang, Jian Zhang, Xin Li, Qika Lin, Jun Liu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond the Vacuum: Combinatorial Strategy Selection for Competitor-Aware Generative Engine Optimization
Vaibhav Sourirajan, Yao Zhang, Himanshu Kumar, Sahil Wadhwa, Mann Patel, Amirfarrokh Iranitalab
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond “To whom it may concern”: Tailoring Machine Translation to Audience and Intent
Raphaël Merx, Ekaterina Vylomova, Trevor Cohn
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Beyond: Better-than-Full-Precision KV Caches via Learnable Non-Uniform Quantization as Implicit Regularization
Yuhao Xie, Mingjie Lin
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
BeyondAtoms: Benchmarking and Verifying Relational Factuality Beyond Atomic Facts
Zeyang Liu, Jingfeng Xue, Jiarun Fu, Wenbiao Du, Xiuqi Yang, Yifeng Fu, Junbao Chen, Yong Wang
Natural Language Processing
日本大学: 関与なし（対象大学）