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
Lexical Perturbations Disrupt LLM Reasoning: An Empirical Study of Attention Diversion
Jiaqian Zhu, Yang Zhang, Junhua Ding, Xiaowei Yu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Library Hallucinations in LLM-Generated Code: A Risk Analysis Grounded in Developer Queries
Lukas Twist, Mark Harman, Helen Yannakoudakis, Jie M. Zhang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
LifeAgentBench: Benchmarking LLMs for Long-Horizon, Cross-Dimensional Lifestyle Health Reasoning
Ye Tian, Zihao Wang, Onat Gungor, Xiaoran Fan, Tajana Rosing
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
LifeMem: Enabling Lifelong Experience Reuse for LLM Agents
Yuli Qiu, Yutong Li, Wei Su, Zeming Liu, Wanxiang Che, Heyan Huang, Haifeng Wang, Yuhang Guo
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Lifelong Intent Discovery: A Continual Learning Protocol and Method
Peng Chen, Yu Xia, Bang Wang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Linear Probing Provides Robust and Efficient Detection of Machine-Generated Text
Gerrit Quaremba, Hanqi Yan, Elizabeth Black, Denny Vrandečić, Elena Simperl
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Linguistic Context Recodes Visual Representations in Vision-Language Models
Brian Song, Michael A. Lepori, Ellie Pavlick
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Linguistics-Aware Non-Distortionary LLM Watermarking
Shinwoo Park, Hyejin Park, Hyeseon An, Yo-Sub Han
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Litmus (Re)Agent: A Benchmark and Agentic System for Predictive Evaluation of Multilingual Models
Avni Mittal, Shanu Kumar, Sandipan Dandapat, Monojit Choudhury
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
LiveSim: Simulating Environment-Shaped Users in Multi-Agent Live-Stream Ecosystems
Jiaqi Xu, Yiran Qiao, Jing Chen, Qiwei Zhong, Xiang Ao, Xueqi Cheng
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
LoCoDec: Robust Decoding for LLM-based Sequence-Structured Prediction
Chang Liu, Peiyan Wang, Yubo Feng, Libang Wang, Feiyan Jiang, Yan Song
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
LoMaR: Local Margin Preservation via Residual Subspace Adaptation for Noisy Prompt Robustness in Small Language Models
Jin Hong, Jinghui Zhang, Xuwei Qian, Hongjie Lin, Jiahui Jin, Ding Ding
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
LoRA-Patch: Defending Against Backdoored LoRA Adapters via Directional Steering
Shengyan Huo, Peihai Jiang, Xixiang Lyu, Yige Li
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
LoRA-RG: Residual Gradient-Guided Rank Initialization and Expansion
Dayoung Kwon, Jaeseong Lee, Seung-Won Hwang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Locality-Aware Redundancy Pruning for LLM Depth Compression
Vincent-Daniel Yun, Youngrae Kim, Woosang Lim, YoungJin Heo, Minkyu Kim, Sunwoo Lee
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Localizing Cross-Lingual Generalization in Parameter Space
Yeoreum Lee, Jaeseong Lee, Seung-Won Hwang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Logic Meets Language: Hybrid Query Answering over Incomplete Text-Labeled Graphs
Yunjie He, Bo Xiong, Daniel Hernández, Yuqicheng Zhu, Yi Wang, Evgeny Kharlamov, Steffen Staab
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
LogicEnvGen: Task-Logic Driven Generation of Diverse Simulated Environments for Embodied AI
Jianan Wang, Siyang Zhang, Bin Li, Juan Chen, Jingtao Qi, Zhuo Zhang, Chen Qian
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
LogicGraph: Benchmarking Multi-Path Logical Reasoning via Neuro-Symbolic Generation and Verification
Yanrui Wu, Lingling Zhang, Xinyu Zhang, Jiayu Chang, Pengyu Li, Xu Jiang, Jingtao Hu, Jun Liu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
LogicInception: Discourse-Level Indirect Prompt Injection via Causal Chain Construction
Mingshuai Liu, Yijie Peng, Chen Dongxian, Mingfeng Li, Xin Li
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Long Document Reconstruction Unlocks Scalable Long-Context RLVR
Yao Xiao, Lei Wang, Yue Deng, Guanzheng Chen, Ziqi Jin, Jung-jae Kim, Xiaoli Li, Roy Ka-Wei Lee, Lidong Bing
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Long Live the Librarian! A Persistent Search Sub-Agent for Energy-Efficient Multi-Agent Software Engineering Systems
Seunghyuk Cho, Sunghyun Choi, Jaeseung Heo, Youngbin Choi, Saemi Moon, MoonJeong Park, Dongwoo Kim
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Long-to-Short Video Evidence Reasoning for Grounded Question Answering
Kaiyan Chen, Junbin Xiao, Xun Yang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
LongAct: Harnessing Intrinsic Activation Patterns for Long-Context Reinforcement Learning
Bowen Ping, Zijun Chen, Tingfeng Hui, Qize Yu, Chenxuan Li, Junchi Yan, Baobao Chang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis
Kewei Xu, Xiaoben Lu, Shuofei Qiao, Zihan Ding, Haoming Xu, Lei Liang, Ningyu Zhang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
LongFlow: Efficient KV Cache Compression for Reasoning Models
Yi Su, Zhenxu Tian, Dan Qiao, Yuechi Zhou, Zheming Yang, Juntao Li, Min Zhang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
LongGuard: Mechanistic Analysis and Training-Free Mitigation of Long-Context Failure in Safety Guardrails
Ziyang Chen, Xing W, Songlin Hu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
LongNovel: A Multi-Scale Benchmark for Hallucination Detection in Long-Context Novel Summarization
Ruizhi Zhang, Jinwei Chen, Lu Xiangju, He Yan, Mo Yu, Junmin Zhu, Wei Zhang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
LongSocialBench: Do Long-Context LLMs Understand Online Discussion Threads?
Xinyi Liu, Rinat Khaziev, Dilek Hakkani-Tür, Tarek F. Abdelzaher
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
LongSpace: Exploring Long-Horizon Spatial Memory from Perception to Recall in Video
Shiqiang Lang, Jing Liu, Haoyang He, Peiwen Sun, Yuanteng Chen, Tao Liu, Lan Yang, Longteng Guo, Honggang Zhang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
LongWebBench: Evaluating Structural and Functional Webpage Generation in Long-Horizon Settings
Yi Zhao, Zhen Yang, Mengpan Chen, Mingde Xu, ShangHui Gong, Xijun Liu, Jibing Gong, Jie Tang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
LookStep: Efficient Vision-Language Navigation with Linguistic Foresight and Event Driven Memory
Kun-Yang Yu, Yingzhe Li, Hongyu Xu, Shi-Yu Tian, Zhi Zhou, Yang Chen, Ming Yang, Sheng Wang, Qing Yu, Lan-Zhe Guo, Yu-Feng Li
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Looks Right, Works Right: A Project-Level Benchmark for Multi-Screen Mobile App Generation
Fan Wu, Cuiyun Gao, Yiming Huang, Yang Xiao, Yujia Chen, Qing Liao
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Loong: A Human-Like Long Document Translation Agent with Observe-and-Act Adaptive Context Selection
Yutong Wang, Xuebo Liu, Derek F. Wong, Zhilin Li, Rongqing Jiang, Min Zhang, Shimin Tao, Daimeng Wei, Min Zhang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
LoopMoE: Unifying Iterative Computation with Mixture-of-Experts for Language Modeling
Wenkai Chen, Tianshu Li, Wenyong Huang, Yichun Yin, Lifeng Shang, Chengwei Qin
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Lossy Orthography and Linguistic Inference: Computational Approaches to Arabic Rasm Restoration
Maged S. Al-shaibani, Irfan Ahmad
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Lost at the End: Primacy Bias in Multimodal Retrieval-Augmented Question Answering
Jieyuan Liu, Jianyang Gu, Shijie Chen, Jefferson Chen, Zhen Wang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Lost in Delusion: Examining LLM Safety Under User Delusions and Distress
Andrew Aquilina, Chetna Nihalani, Vasudha Varadarajan, Nathan S. Fishbein, Yu-Ru Lin, Maarten Sap
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Lost in Interpretation: The Plausibility-Faithfulness Trade-off in Cross-Lingual Explanations
Somnath Banerjee, Pranav Jha, Rima Hazra, Animesh Mukherjee
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Lost in Speech: Benchmarking, Evaluation, and Parsing of Spoken Bilingual Conversational Language Beyond Standard UD Assumptions
Nemika Tyagi, Olga Kellert, Holly Hendrix, Nelvin Licona-Guevara, Justin Mackie, Phanos Kareen, Megan Michelle Smith, Tatiana Gallego Hernandez, Samhitha Harish, Chitta Baral
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Low-Resource Preference Adaptation of LLMs via Activation-Based Label Propagation
Alessio Galatolo, Meriem Beloucif
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Lung-R1: A Knowledge Graph-Guided LLM for Pulmonary Diagnostic Reasoning
Haoyang Zeng, Yuanxi Fu, Rongzhen Li, Ymyang, Xiao Sun, Jingwang Huang, Gujie Shao, Guohui Xiang, Quan Lu, Ye Dongfan, Xuetao Chen, Jiang Zhong, Xu Zhi, Kaiwen Wei
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
M-QUEST - Meme Question-Understanding Evaluation on Semantics and Toxicity
Stefano De Giorgis, Ting-Chih Chen, Filip Ilievski
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MA-Mesh: Resilient Multi-Agent Collaboration via Role-based Self-Healing
Junyong Lee, Woo Kyung Kim, Honguk Woo
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MABPD: Multi-Agent Bias Probing & Detection via Structured Argument Debate
Garvit Joshi, Stavya Dhyani, Jasmine, Arun Chauhan
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MACBench: Benchmarking Multi-turn Agentic Coding with Evolving Requirements in Frontend Web Development
Jiayi Gui, Bosi Wen, Haoke Zhang, Pei Ke, Yukuo Cen, Dayong Yang, Minlie Huang, Jie Tang, Cunxiang Wang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MACRO: A Benchmark for Clarification-Aware Multi-Agent Orchestration
Tao Li, Jianyi Chen, Yaqiang Wu, Jie Ma, Shangda Yang, Oguz H Elibol, Pradyumna S. Singh
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MAIGO: Mitigating Lost-in-Conversation with History-Cleaned On-Policy Self-Distillation
Haoyu Zheng, Yun Zhu, Shu Yuan, Shangming Chen, Qing Wang, Wenqiao Zhang, Jun Xiao, Yueting Zhuang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MAPLE: Masked Adapter Prototype Learning for OOD generalization
Adarsh Kappiyath, Abhra Chaudhuri, Jiaxi Li, Ajay Kumar Jaiswal, Xilu Wang, Li Shen, Souvik Kundu, Xiatian Zhu, Lu Yin
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MAPLE: Metadata Conditioned LLM Pretraining for Locale-Aware Question Answering
Anjishnu Mukherjee, Ziwei Zhu, Antonios Anastasopoulos
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MARBO: Relational Belief Grounding for LLM Agents in Social Deduction Games
Yechan Hwang, Sangjun Bae, Jeongmo Kim, Sangwoo Bang, Seungyul Han
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MARS: What Retrieval Signals Are Hidden in Multimodal Large Language Models for Text-Video Retrieval?
Uicheol Jung, Juyoung Hong, Geuntaek Lim, Yukyung Choi
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MAS-on-the-Fly: In-Context Structural Adaptation of LLM-Based Multi-Agent Systems
Guangyi Liu, Linhaojun, Zenghuan, Heng Wang, Quanming Yao
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MASCOT: Multi-Agent Socio-Collaborative Companion Systems
Yiyang Wang, Yiqiao Jin, Alex Cabral, Josiah Hester
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MAViQ: Memory-Augmented Visual Querying for Multi-Turn MLLM Jailbreaks
JinYun Lu, Xiaodan Li, Guanghao Zhou, Cen Chen, YueFeng Chen
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MCA: Modality Composition Awareness for Robust Composed Multimodal Retrieval
Qiyu Wu, Shuyang Cui, Satoshi Hayakawa, Wei-Yao Wang, Hiromi Wakaki, Yuki Mitsufuji
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MCTQ: Modality-Coordinated Transformation Quantization for Multimodal Large Language Models
Yingen Liu, Lanfeng Wu, Fan Wu, Wu Liyan, Ruihui Li, Zhuo Tang, Eng Siong Chng, Kenli Li
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MCite-RL: Towards Reliable Multimodal RAG via Citation-enhanced Agentic Reinforcement Learning
Suifeng Zhao, Zida Liu, Xinyu Lei, Lei Sun, Jun Gao, Sujian Li
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MDForge: Agentic Molecular Dynamics Pipeline Design under Sparse Simulator Feedback
Zehong Wang, Yijun Ma, Connor R. Schmidt, Tianyi Ma, Weixiang Sun, Ziming Li, Xiaoguang Guo, Chuxu Zhang, Matthew J. Webber, Yanfang Ye
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MDHB: A Multi-Dimensional Online Harm Detection Benchmark for Proactive Psychosocial Risk Forecasting
Yuting Huang, Xiaoyong Huang, Hao Wang, Heli Sun, Jiaruo Wu, Zejun Wang, Yunyun Shi, Guanlan Yue, Liang He
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MDM-Prime-v2: Binary Encoding and Index Shuffling Enable Scaling of Diffusion Language Models
Chen-Hao Chao, Wei-Fang Sun, Junwei Quan, Chun-Yi Lee, Rahul G Krishnan
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MELD: Mel-Spectrogram-Based Speech Language Modeling with Discrete Latent Variables
Sung-Lin Yeh, Wei Zhou, Gil Keren, Duc Le, Zhong Meng, Hao Tang, Jay Mahadeokar, Ozlem Kalinli, Alexandre Mourachko
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MEMORA: A Memory-Enhanced Multimodal Committee Reranking Agent for Reasoning-Intensive Retrieval
Mohamed Mahmoud, Mostafa Farouk Senussi, Mahmoud Abdalla, Mahmoud SalahEldin Kasem, Abdelrahman Abdallah, Hyun Soo Kang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MENASpeechBank: A Reference Voice Bank with Persona-Conditioned Multi-Turn Conversations for SpeechLLMs
Zien Sheikh Ali, Hunzalah Hassan Bhatti, Rabindra Nath Nandi, Shammur Absar Chowdhury, Firoj Alam
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MENTOR: Reinforcement Learning via Flexible Teacher-Optimized Rewards for Tool-Use Distillation
ChangSu Choi, Hoyun Song, Dongyeon Kim, Minkyung Cho, WooHyeon Jung, SunJin Park, NohHyeob Bae, Seona Yu, KyungTae Lim
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MER-Bench: Benchmarking Multimodal Emotional Reappraisal for Image-Text Memes
Yiqi Nie, Fei Wang, Junjie Chen, Kun Li, Yudi Cai, Dan Guo, Chenglong Li, Meng Wang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MERIT: Matching Expertise via Rubric-Informed Training for Reviewer Assignment
Zixuan Yang, Yibo Zhao, Weicong Liu, Xiang Li
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MICE: Minimal Interaction Cross-Encoders for efficient Re-ranking
Mathias Vast, Victor Morand, Josiane Mothe, Benjamin Piwowarski
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MIDR: Enrichment-Augmented Indexing for Multimodal Document Retrieval
Debanjan Mahata, Atharva Tendle, Daniel Preotiuc-Pietro, Yong Zhuang, Ozan Irsoy
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MILP-Solve-Free Selection of LLM-Generated MILP Programs via Multi-Signal Structural-Semantic Consistency
Shuli Zeng, Guozhu Liu, Yinghao Chen, Wantong Xie, Ji Liu, Shaojie Tang, Feng Wu, Sijia Zhang, Xiang-Yang Li
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MIMO: Multilingual Information Retrieval via Monolingual Objectives
Youngjoon Jang, Seongtae Hong, Heuiseok Lim
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MIND: An Evidence-State Decision Interface for Criteria-Grounded Psychiatric Inquiry and Diagnosis
Guoyi Li, Shihao Xu, Jiatong Ma, Zhongjiang Yao, Yunyun Han, Jianhua Chen, Yafeng Deng
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MIRA: A Bilingual Benchmark for Medical Information Response Audit
Mengyu Xu, Qiaoxin Yang, Qianqian Wang, Xiwei Dai, Weiyi Wu, Chongyang Gao
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MIRAGE: Reliability Assessment via Grounded Evidence for Table Reasoning
Jinlong Tian, Ruochun Jin, Shixuan Liu, Yanfang Zhou, Mengmeng Li, Haotian Wang, Xinhai Xu, Yuhua Tang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MLLMCLIP: Feature-Level Distillation of MLLM for Robust Vision-Language Representations
Jongsuk Kim, Qiyu Wu, Zhuoyuan Mao, Hiromi Wakaki, Junmo Kim, Yuki Mitsufuji
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents
Shilong Li, Xingyuan Bu, Wenjie Wang, Jiaheng Liu, Jun Dong, Haoyang He, Hao Lu, Haozhe Zhang, Chenchen Jing, Zhen Li, Chuanhao Li, Jiayi Tian, Chenchen Zhang, Tianhao Peng, Yancheng He, Jihao Gu, Hui Huang, Donghao Zhou, Yuanxing Zhang, Jian Yang, Ge Zhang, Wenhao Huang, Zhaoxiang Zhang, Qiangpeng Yang, Shilei Wen
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MM-COMPLIANCE: A Multilingual Multimodal Dataset for Sustainability Compliance Auditing
Rui He, Jianhua Yang, Tomoki Kera, Atsushi Keyaki, Anaïs Lhuissier, Juyeon Kang, Min-Yuh Day, Guan-Bo Yang, Hsin-Hsi Chen, Dittaya Wanvarie, Yongjae Lee, Suhwan Park, Yuriko Nakao, Chung-Chi Chen, Yohei Seki
Natural Language Processing
日本大学: 一橋大学 / 関西大学 / 筑波大学
2026 · EMNLP
MM-VeriRubric: Verifiable Evidence-Grounded Rubrics for Multimodal Reward Models
Zhiyong Cao, Bo Wang, Jintao Li, Shuxia Liu, Kairan Zhang, Aijia Wang, Yi-Liang Wei, Sicheng Zhou
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MMDS-Bench: Benchmarking Multimodal Large Language Models on Dynamic Stance in Social Media Interactions
Yuzhe Ding, Kang He, Li Zheng, Shengwu Zheng, Teng Shi, Fei Li, Chong Teng, Donghong Ji
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MMEmb-R1: Reasoning-Enhanced Multimodal Embedding with Pair-Aware Selection and Adaptive Control
Yuchi Wang, Dingkang Yang, Haiyang Yu, Weikang Bian, Jiefeng Long, Liang Xiao, Chao Feng, Hongsheng Li
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MMGR: Multi-Modal Generative Reasoning Benchmark and Evaluation
Zefan Cai, Haoyi Qiu, Tianyi Ma, Haozhe Zhao, Gengze Zhou, Tingting Liao, Xinyan Velocity Yu, Kung-Hsiang Huang, Ke Wan, Shawn Lin, Parisa Kordjamshidi, Minjia Zhang, Wen Xiao, Jiuxiang Gu, Nanyun Peng, Junjie Hu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MMLongEmbed: Benchmarking Multimodal Embedding Models in Long-Context Scenarios
Haitian Wang, Ruoxi Sun, Quantong Qiu, Juntao Li, Junhui Li, Hua Chen, Jinxiong Chang, Min Zhang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MMedAgentBench: A Multi-Stage Benchmark for Evaluating LLM-based Medical Agents
Lu Sun, Xiangyi Zhang, Xiangyang Zhu, Kaiyuan Ji, Zijian Chen, Qiang Hu, Zicheng Zhang, Yuan Tian, Guangtao Zhai
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MOAQ: A Multi-Scale Outlier-Aware Framework for Extreme Quantization of Large Language Models
Jiaxi Tan, Xudong Li, Yan Zhang, Jiayi Ji, Xiawu Zheng, Yunhang Shen, Ke Li, Liujuan Cao
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MOB-KV: Mixture-of-Basis for Key-Value Cache Compression
Jinseop Yeom, Taehyeon Kim, Eunhyeok Park
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MODE: Modality-Decomposed Expert-Level Mixed-Precision Quantization for MoE Multimodal LLMs
Yuanteng Chen, Nanxin Zeng, Peisong Wang, Zhilei Liu, Yuantian Shao, Shiqiang Lang, Tao Liu, Chuangyi Li, Qinghao Hu, Gang Li, Jing Liu, Jian Cheng
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MR^2-Bench: Going Beyond Matching to Reasoning in Multimodal Retrieval
Junjie Zhou, Ze Liu, Lei Xiong, Jin-Ge Yao, Yueze Wang, Shitao Xiao, Chaofan Li, Huaying Yuan, Fenfen Lin, Miguel Hu Chen, Zhicheng Dou, Siqi Bao, Defu Lian, Yongping Xiong, Zheng Liu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MSTree: Multi-Scale Evidence Tree for Training-Free Long-Form Video Question Answering
Chen Dongxian, Mingshuai Liu, Yijie Peng, Hengrui Liu, Xin Li
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MTIMEFACT: Improving Large Language Models for Multi-Hop Temporal Fact-Checking
Xinwei Yang, Ruiling Guo, Chen Huang, Wenqiang Lei, See-Kiong Ng
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MUA: Multiple Context Units Attention For Large Language Models
Zhiyi Li, Yaming Yang, Kai Shuang, Yiren Chen
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MUDIDI: A Two-Stage Framework for Multilingual Dictionary Digitization with Language Models
David Samuel Setiawan, Temuulen Khishigsuren, Milind Agarwal, Pagnarith Pit, Aso Mahmudi, Ekaterina Vylomova
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MULTI3IR: A Benchmark for Multi-perspective Multi-domain Multi-modal Information Retrieval
Seokwon Song, Sohyeon Kim, Gunhee Kim
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MVP: Multi-View-Guided Token Pruning for Vision-Language Models
Chenxi Wang, Dexing Zhong, Siyu Shi, Bowen Ping, Hang Yan, Huayang Li, Huikai Shao
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
M^2G-Eval: Enhancing and Evaluating Multi-granularity Multilingual Code Generation
Fanglin Xu, Wei Zhang, Jian Yang, Guo Chen, Aishan Liu, Zhoujun Li, Xianglong Liu, Bryan Dai
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
M^2Note: Continual Evolution of Vision Language Models via Mistake Notebook Learning
Haiwen Li, Jing Tang, Rui Chen, Lei Sun, Zining Chen, Xiangxiang Chu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MaS-VQA: A Mask-and-Select Framework for Knowledge-Based Visual Question Answering
Xianwei Mao, Kai Ye, Sheng Zhou, Nan Zhang, Haikuan Huang, Bin Li, Jiajun Bu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
MacAgentBench: Benchmarking AI Agents on Real-World macOS Desktop
Yikun Fu, Bowen Fu, Zhenyu Wu, Shuang Cheng, Xiaowei Sun, Bowen Yang, Zehao Li, Yibo Zhao, Zichen Ding, Zhoumianze Liu, Shijie Wang, Biqing Qi, Bowen Zhou
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Making Clinical Language Models Auditable: Concept-Guided Fine-Tuning for Robust Prediction
Jin Mu, Guanhua Chen
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Man Made Language Models? Evaluating LLMs’ Perpetuation of Masculine Generics Bias
Enzo Doyen, Amalia Todirascu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Managing Evidence at Document Scale: A Survey of Multi-Page Visually Rich Document Understanding
Lewei Xu, Yihao Ding, Zihan Xu, Siwen Luo, Daochang Liu, Wei Liu
Natural Language Processing
日本大学: 関与なし（対象大学）