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
Exploring Sparse Autoencoders in Text-Based Causal Confounding Adjustment
Mian Zhong, Katherine A. Keith, Anjalie Field
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Exposía: Teaching and Assessment of Academic Writing Skills for Research Project Proposals and Peer Feedback
Dennis Zyska, Alla Rozovskaya, Ilia Kuznetsov, Iryna Gurevych
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Extended Inductive Reasoning for Personalized Preference Inference from Behavioral Signals
Jia-Nan Li, Jian Guan, Wei Wu, Rui Yan
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Extending AI for Research to the Humanities: A Multi-Agent Framework for Evidence-Grounded Scholarship
Yating Pan, Jiajun Zhang, Jun Wang, Qi Su
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Extracting Small Translation Specialists from LLMs by Aggressively Pruning Experts
Liu Martin, Lucas Bandarkar, Nanyun Peng
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
F-GRPO: Don’t Let Your Policy Learn the Obvious and Forget the Rare
Daniil Plyusov, Alexey Gorbatovski, Boris Shaposhnikov, Viacheslav Sinii, Alexey Malakhov, Daria Korotyshova, Daniil Gavrilov
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
FAMPWQ: Fisher Information-based Adaptive Mixed Precision Weight Quantization for Effective LLM Inference
GongWei Lee, Ji Liu, Juncheng Jia, Ji Wu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
FAVoR: Measuring and Mitigating Author-Style Homogenization in Federated Personalized Generation
Lu Han, Jingyao Zhang, Katy Ilonka Gero, Nguyen H. Tran
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
FBHM: Functional Benchmarking and Steering of VLMs for Hateful Meme Detection
Paramananda Bhaskar, Naquee Rizwan, Daksh Jogchand, Saurabh Kumar Pandey, Animesh Mukherjee
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
FBV-KGQA: Forward-Backward Verification for Knowledge Graph Question Answering
Jiaqi Wu, Jiakang Li, Zhenxuan Ma, Li Wang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
FEA-SLT: A Gloss-Free End-to-End Framework for Facial-Expression-Aware Sign Language Translation
Guobin Tu, Di Weng
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
FG^2-GDN: Enhancing Long-Context Gated Delta Networks with Doubly Fine-Grained Control
Pingwei Sun, Yuxuan Hu, Jianchao Tan, Xue Wang, Jiaqi Zhang, Yifan Lu, Yerui Sun, Yuchen Xie, Xunliang Cai
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
FIDES: Faithful Inference via Deep Evidence Signals for Retrieval-Memory Conflict in RAG
Zhe Yu, Wenpeng Xing, Tiancheng Zhao, Mohan Li, Changting Lin, Meng Han
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
FLUID-V: Elastic-Horizon Diffusion Decoding for Vision-Language Models
Xiangyu Ma, Teng Xiao, Zuchao Li, Ping Wang, Hai Zhao
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
FOCAL: Fine-Grained Optimal-Transport-Driven Contrastive Alignment of Language and ECGs with Waveform Enhancement
Haitao Li, Che Liu, Zhengyao Ding, Ziyi Liu, Wenqi Shao, Zhengxing Huang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
FOXGLOVE: Understanding Goal-Oriented and Anchored Writing Feedback from Experts and LLMs on Argumentative Essays
Yijun Liu, Yifan Song, John R. Gallagher, Sarah Sterman, Tal August
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
FPCO-Dialog: A Multi-Turn False-Premise Benchmark for Correction and Cooperation in Vision-Language Models
Jiayuan Ma, Yuqi Lu, Weiyang Guo, Chenrui Wang, Junyi Shu, Xuebo Liu, Min Zhang, Jing Li
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
FailureMem: A Failure-Aware Multimodal Framework for Autonomous Software Repair
Ruize Ma, Yilei Jiang, Shilin Zhang, Zheng Ma, Yi Feng, Zhi Wang, Xiangyu Yue, Chuanyi Li, Vincent Ng, Lewei Lu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Fair Like Us? Auditing LLM Alignment in Resource Allocation
Qishen Han, Hadi Hosseini, Joshua Kavner, Samarth Khanna, Sujoy Sikdar, Lirong Xia
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
FaithMed: Training LLMs For Faithful Evidence-Based Medical Reasoning
Zhiyun Zhang, Liwen Sun, Xiang Qian, Chenyan Xiong
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Faithful to the Frame: Source-Framing Propagation in LLM-Agent Decision Workflows
Yi-Ting Chiu, Chung-Chi Chen
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Fake It Till You Make It: Training Deep-Search Agents in Synthetic Search Environments
Yibo Xue, Pin Zheng, Chengyu Wang, Yukun Kang, Yuanjie Lyu, Ming Wang, Jian Peng, Jun Huang, Changliang Xu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Fake News Court: A Multi-Agent Adversarial Framework for Robust Detection of LLM-Generated Fake News
Mengyao Peng, Hongyan Gu, Yiping Ma, Shiyu Hu, Xinli Huang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Fast Block Diffusion Training via Multi-Mask Context Sharing
Tengyu Pan, Weilin Zhao, Yutao Sun, Yanghao Li, Jianyong Wang, Xu Han
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Fast and Focused: Interactive Repository-Level Fill-in-the-Middle Code Completion with Hybrid Structural Retrieval
Long S. T. Nguyen, Dat Huynh, Quynh Vo, LE Dang Nguyen Hai, Cong-Duy T Nguyen, Anh Tuan Luu, Anh Nguyen-Duc, Tho Quan
Natural Language Processing
日本大学: 北陸先端科学技術大学院大学
2026 · EMNLP
Fast-Slow Thinking RM: Efficient Integration of Scalar and Generative Reward Models
Jiayun Wu, Peng Zhang, Yuanyuan Lu, Shan Qu, Ning Gu, Tun Lu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Fathom-Vaidya: Advancing Medical Reasoning with Rubric-Based Rewards
Kalash Shah, Kunal Singh, J Snehan, Shreyas Singh
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Features in Motion: Periodicity, Homeostasis, and Adaptivity in LLM Few-Shot Prompting
Ikhyun Cho, Sewoong Lee, Julia Hockenmaier
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Few-shot Semantic Recovery Attacks on Image Embeddings
Yiyi Chen, Qiongkai Xu, Johannes Bjerva
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
FiMA: Redundancy-Aware Description Enhancement for Gloss-Free Sign Language Translation
Peidong Liu, Lianyu Hu, Wei Feng
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
FigEx2: Visual-Conditioned Panel Detection and Captioning for Scientific Compound Figures
Jifeng Song, Arun Das, Pan Wang, Hui Ji, Kun Zhao, Yufei Huang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Fight Poison with Poison: Enhancing Robustness in Few-shot Machine-Generated Text Detection with Adversarial Training
Wenjing Duan, Qi Zhou, Yuanfan Li
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
FinDeepForecast : A Live Multi-Agent System for Benchmarking Deep Research Agents in Financial Forecasting
Xiangyu Li, Xuan Yao, Guohao Qi, Fengbin Zhu, Kelvin J.L. Koa, Xiang Yao Ng, Ziyang Liu, Ni Xingyu, Liu Chang, Yonghui Yang, Yang Zhang, Wenjie Wang, Fuli Feng, Chao Wang, Huanbo Luan, Xiaofen Xing, Xiangmin Xu, Tat-Seng Chua, Ke-Wei Huang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Finding What Matters: Anchoring Context Knowledge with Evolving Indices for Iterative Retrieval
Mingyan Wu, Zhenghao Liu, Xinze Li, Yuqing Lan, Yukun Yan, Shuo Wang, Cheng Yang, Minghe Yu, Zheni Zeng, Maosong Sun
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Finding Where the Buck Stops: An Automated Failure Attribution-Based Reflection Framework for Multi-Agent Collaboration
Xiaoqing Wang, Keman Huang, Bin Liang, Hongyu Li, Xiaoyong Du, Wuqiong Pan
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Fine PT-PT Web: A High-Quality 41 Billion Tokens Data Collection of the European Portuguese Web
Gonçalo Vinagre, Rui Pedro Guerra, Pedro Gomes, Miguel Moura Ramos, Duarte Miguel Alves, Afonso Simplício, Diogo Tavares, David Semedo, Daniel Gomes, Joao Magalhaes
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Fine-Grained Selective Refusal: Steering LLM Safety via Wasserstein-Informed Flow Matching
Zhiyi Liu, Haohua Du, Haoqi Sun, Haisheng Tan
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
FineVerify: Scaling Test-Time Compute with Fine-Grained Self-Verification for Agentic Search
James Xu Zhao, Hui Chen, Bryan Hooi, See-Kiong Ng
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
FineWeb-CLaR: Culture, Language, and Region Annotations for Benchmark-Aligned Corpus Auditing
Yusser Al Ghussin, Eva Gavaller, Cristina España-Bonet, Josef Van Genabith, Simon Ostermann
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Finetune Once: Decoupling General & Domain Learning with Dynamic Anchor Annealing
Yang Tang, Ruijie Liu, Yifan Wang, Shiyu Li, Peiming Li, Zheng Wei
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
First-Stage Groundwork Shapes Downstream RL Outcomes: Two-Stage Post-Training for LLM Personality Acquisition
Taisei Ozaki, Tetsuya Hashimoto, Miki Ota, Keisuke Hori, Zhenyu He, Mitsuhiro Mabuchi
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Fixing FOLIO and MALLS: Verified Annotations and an LLM-assisted Framework to Focus Human Relabeling
Andrea Brunello, Cristian Curaba, Luca Geatti, Michele Mignani, Angelo Montanari, Nicola Saccomanno
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
FlexLTS: A Unified Paradigm for Content-Accurate Lip-to-Speech Synthesis with Optional Lip Reading
Zhechen Liu, Shuang Yang, Shiguang Shan, Xilin Chen
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
FlexiSLM: A Spoken Language Model with Dynamic and Controllable Frame Rates
Jiaqi Li, Chaoren Wang, Xiaohai Tian, Mingjie Chen, Xinyu Liang, Xu Li, Yufan Lin, Junwen Qiu, Jun Zhang, Lu Lu, Zhizheng Wu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Flip, Don’t Shuffle: Watermarking LLMs at the Speed of Inference
Simone Ceppi, Ignacio Sanchez
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
FlipTS: Failure-to-Success Mathematical Self-Refinement via Trajectory-Aware Sampling in End-to-End Online RL
Yaqian Hao, Yifan Hao, Yankai Liu, Fangning Chao, Zhaojun Cui, Haiyu Zhang, Huan Bai, Fanyu Meng, Chao Deng, Junlan Feng
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
FloCA: Towards Faithful and Logically Consistent Flowchart Reasoning
Jinzi Zou, Bolin Wang, Shuo Zhang, Nuo Xu, Junzhou Zhao
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
FlowMM: Cross-Modal Information Flow Guided KV Cache Merging for Efficient Multimodal Context Inference
Kunxi Li, Yufan Xiong, Zhonghua Jiang, Yiyun Zhou, Zhaode Wang, Chengfei lv, Shengyu Zhang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Follow the Latent Roadmap: Navigating Revocable Decoding for Diffusion LLMs with Anchor Tokens
Yizhen Yao, Qinglin Zhu, Runcong Zhao, Xiangxiang Dai, Yanzheng Xiang, Yulan He, Lin Gui
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Foresight-on-Graph: Vision-Guided Knowledge Graph Reasoning with Large Language Models
Yuwei Hu, Runlin Lei, Zhewei Wei, Yongchao Liu, Chuntao Hong, Jiajun Zheng, Juelu Zhang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
ForesightSafety-SAGE: A Fully Automated Scenario Generation and Safety Evaluation Framework for LLM Agents
Lu Jia, Haibo Tong, Feifei Zhao, Jindong Li, Dongqi Liang, Ping Wu, Qian Zhang, Yi Zeng
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Forewarned Is Not Forearmed: How Coordinated LLMs Shift Reader Opinions in News Comment Sections
Wooyoung Go, Yujin Potter, Hyoungshick Kim, Seungjin Ryu, Yongdae Kim
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Forget What’s Sensitive, Remember What Matters: Token-Level Differential Privacy in Memory Sculpting for Continual Learning
Bihao Zhan, Jie Zhou, Junsong Li, Yutao Yang, Shilian Chen, Qianjun Pan, Xin Li, Wen Wu, Xingjiao Wu, Qin Chen, Hang Yan, Liang Dou, Liang He
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Forget Without Compromise: Nexus Sampling for Streaming KV-Cache Eviction Under Fixed Budgets
Duc Duong, Hoang Anh Duy Le, Jianwen Xie, Anshumali Shrivastava, Zhaozhuo Xu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Forgetting Across Modalities: Unlearning in Multimodal Large Language Models
Yan Li, Xingrui Yu, Zhiqiang Wang, Zhenyi Wang, Ivor Tsang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Format Collapse in Policy Optimization for LLM Reasoning
Debdeep Sanyal, Aakash Sen Sharma, Saurabh Deshpande, Dhruv Kumar, Murari Mandal
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Format as Nuisance: Intervention-Inspired Cross-Format Distillation for Knowledge Conflicts
Yue Yu, Wang Luo, Shenghao Ye, Zepeng Bao, Jiacheng Liu, Yongqi Li, Wenxin Tang, Tieyun Qian
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
FormuEvo: LLM-Guided Evolution for Discovering Solver-Efficient Mixed-Integer Programming Formulations
Haofeng Yuan, Jianing Peng, Jieyi Bi, Ni Zhang, Shiji Song, Zhiguang Cao
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Framework and Benchmark for Code-Driven Agentic Testing in Web Development
Bin Hong, Zhenchao Zhang, Jiyuan He, Kai Zhang, Zhenya Huang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
FrankenReport: Early Exiting in Long-Form Generation Using Expected Value of Computation
Zhengping Jiang, Gonzalo Ramos, Jina Suh, Shiqian Rachel NG, Elias Stengel-Eskin, Justin Svegliato, Benjamin Van Durme, Andy Huntington, Sam Thomson
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
FreqBLiMP: Frequency-Controlled Minimal Pairs Reveal Robustness and Fragility of LLMs Under Lexical Rarity
Tyrone White, Yuki Arase
Natural Language Processing
日本大学: 東京科学大学
2026 · EMNLP
Frequency Matters: Fast Model-Agnostic Data Curation for Pruning and Quantization
Francesco Pio Monaco, Elia Cunegatti, Flavio Vella, Giovanni Iacca
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
From AI Reviewers to Evidence Assistants: Quantifying the Human-AI Responsibility Boundary in Peer Review
Zhouyang Wang, Qiujie Xie, Minjun Zhu, Shichen Li, Shulin Huang, Han Cui, Yiran Ding, Panzhong Lu, Zhenhao Liu, Fuchen Shen, Junshu Pan, Dalv Yin, Ke Sun, Zhiyuan Ning, Yixuan Weng, Peifeng Li, Yue Zhang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
From Accuracy to Robustness: A Study of Rule- and Model-based Verifiers in Mathematical Reasoning
Yuzhen Huang, Weihao Zeng, Xingshan Zeng, Qi Zhu, Junxian He
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
From Agent Skills to Executable Environments: Frontier-Targeted Training for Tool-Use LLMs
Dawei Zhang, Yubin Huangfu, Kyle Yusong Yao, Boyu Wei, Zongqi Han, Likang Wu, Hongke Zhao, Ming He, Jianping Fan
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
From Anonymous Speaker Seeds to Consistent Characters: Zero-Shot Manga Speaker Attribution
Yanhao Chen, Wataru Shimoda, Kota Yamaguchi, Hideki Nakayama
Natural Language Processing
日本大学: 東京大学
2026 · EMNLP
From Atomic to Agentic: Towards Interpretable Evaluation of LLMs’ Agentic Mathematical Capabilities
Jiayi Kuang, Yinghui Li, Yunze Song, Keyu Chen, Zhifeng Shen, Yangning Li, Yidong Wang, di Yin, Ruizhi Qiao, Xing Sun, Kai Jin, Ying Shen, Liang Lin, Philip S. Yu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
From Cause to Effect: Generating Intermediate Event Chains in Videos
Ridouane Ghermi, Vicky Kalogeiton, Ivan Laptev
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
From Chain to Mesh: Evolving Robust Safety Alignment via Neuron-Circuit Topology
Guan Wang, Xuehai Tang, Biyu Zhou, Wenjie Xiao, Yuanshu Zhao, Lijia Lv, Jizhong Han, Songlin Hu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
From Chatbots to Confidants: A Cross-Cultural Study of LLM Adoption for Emotional Support
Natalia Amat-Lefort, Mert Yazan, Amanda Cercas Curry, Flor Miriam Plaza-del-Arco
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
From Consistency to Complementarity: Aligned and Disentangled Multi-modal Learning for Time Series Understanding and Reasoning
Hang Ni, Weijia Zhang, Fei Wang, Zezhi Shao, Hao Liu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
From Content Generation to Learning Support: Pedagogy-Guided Generative Video Tutors for STEM Learning
Xinchen Ma, Shuimu Wang, Gaole He, Yanbin Zhang, Chunyang Wang, Yunshi Lan, Weining Qian
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
From Debate to Decision: Conformal Social Choice for Safe Multi-Agent Deliberation
Mengdie Flora Wang, Haochen Xie, Guanghui Wang, Aijing Gao, Guang Yang, Ziyuan Li, Qucy Wei Qiu, Fangwei Han, Hengzhi Qiu, Yajing Huang, Bing Zhu, Jae Oh Woo
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
From Disclosure to Evaluability: an NLP-Based Analysis of Corporate Transition Plans
Tom Calamai, Oana Balalau, Theo Le Guenedal, Fabian M. Suchanek
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
From Evidence to Exact Answers: Copy-Preserving Compression and Conversion-Aware Calibration for Frozen SLM RAG
Dong Ho Kang, HyeonJeong Cha, Daein Weon
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
From Expressions to Needs: Hierarchical Interpretive Reasoning for Emotional Support Conversation
Xinjie Zhang, Haotian Fan, Zhaopei Huang, Shujie Ren, Wenxuan Wang, Qin Jin
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
From Gaps to Active Retrieval : Open-Domain Iterative Timeline Completion via Historical Trajectory Analogy and Dynamic Ontology
Yunhui Zheng, Chenlong Bao, Shasha Li, Ting Wang, Jin-Tao Tang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
From Global to Regional Coverage: Hyperspherical Prototype Discovery for Storage-Efficient Multimodal Retrieval
Xing Mu, Xiaotian Lin, Zhangyang Peng, Bairui Zhang, Yuyu Luo
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
From Inertia to Objectivity: Improving Deep Research Agents with Noise Isolation
Xiangxin Zhang, Zhanwei Zhang, Zhihang Fu, Binbin Lin, Wenxiao Wang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
From Instance Selection to Fixed-Pool Data Recipe Search for Supervised Fine-Tuning
Haodong Wu, Jiahao Zhang, Lijie Hu, Yongqi Zhang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
From Latent Empathy to Structured Training Signals for Emotional Support Dialogue
Linran Xu, Xiaomei Nie
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
From Leaky Thoughts to Private Reasoning: Controlling What LRMs Say to Themselves
Haritz Puerto, Haonan Li, Xudong Han, Timothy Baldwin, Iryna Gurevych
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
From Passive Response to Proactive Correction: Enhancing LLM Robustness Against Input Fact Perturbations
Ping Wang, Xiangguo Sun, Bingbing Xu, Guocong Li, Xiaofeng Meng
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
From Pixels to Places: A Systematic Benchmark for Evaluating Image Geolocalization Ability in Large Language Models
Lingyao Li, Runlong Yu, Qikai Hu, Bowei Li, Min Deng, Yang Zhou, Xiaowei Jia
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
From Poetry Parties to Poetry Critics: Benchmarking Classical Chinese Poetry Generation and Evaluation
Zihao Yi, Zhaopeng Tu, Ruotian Ma, Qingxuan Jiang, Zhe Xu, Qingyu Xiao, Yixue Li, Ying Shen, Liefeng Bo
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
From Profiles to Steering Vectors: Global Sparse Priors and Local Semantic Calibration for Personalized Text Generation
Liuji Chen, Zeyu Zhang, Xinyuan Zhang, Shuai Nie, Qiang Liu, Shu Wu, Liang Wang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
From Prompts to Trees: Effective LLM-Guided Tree Generation for Few-Shot Tabular Classification
Yue Qiu, Zekang Du, Yiqun Diao, Bingsheng He, Qinbin Li
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
From Reasoning to Generalization: Knowledge-Augmented LLMs for the ARC Benchmark
Chao Lei, Krista A. Ehinger, Nir Lipovetzky, Yanchuan Chang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
From Retrieval to Reconstruction: Constructing Evolvable Cognitive Memory for Long-term Dialogue
Zirui Liao, ZhengXian Wu, Zhuohong Chen, Yunyao Yu, Xiaoyu Liu, Yifan Xu, Haoqian Wang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
From Rollouts to Recipes: Self-Contained Post-Training for LLMs
Yifei Li, Lingling Zhang, Muye Huang, Zihan Ma, Jiashuai Liu, Jun Liu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
From Rubrics to Reliable Scores: Evidence-Grounded Text Evaluation with LLM Judges
Yihan Hong, Huaiyuan Yao, Bolin Shen, Wanpeng Xu, Hua Wei, Yushun Dong
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
From Saliency Ranking to Evidence Preservation: Visual Token Condensation for Efficient Multimodal Reasoning
Xin Zou, Di Lu, Yibo Yan, Shuliang Liu, Yizhou Wang, Xiang Liu, Linfeng Zhang, Xuming Hu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
From Saliency to Discriminability: Rank-Preserving Visual Token Pruning for VLM Rerankers
Siyi Liu, Hanjun Yang, Chenchen Zhang, Xiaorong Zhu, Xinyu Zuo, Lisheng Duan, Haijin Liang, Jin Ma, Junfu Pu, Yongqi Zhang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
From Sampled Outcomes to Capability Distributions: Rethinking Supervision for LLM Routing
Guannan Lai, Haoran Hu, Long Chen, Zhenguo Li, Han-Jia Ye
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
From Self to Other: Evaluating Demographic Perspective-Taking in LLM Hate Speech Annotation
Paloma Piot, Javier Parapar
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
From Shallow Alignment to Source Correction: Robust Safety Alignment for LLMs
Guan Wang, Xuehai Tang, Biyu Zhou, Jizhong Han, Songlin Hu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
From Specialization to Generalization: Instruction-tuned LLMs for Robust Harmful Content Mitigation
Lukas Edman, Daryna Dementieva, Alexander Fraser
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
From Sufficiency to Reflection: Reinforcement-Guided Thinking Quality in Retrieval-Augmented Reasoning for LLMs
Jie He, Victor Gutierrez Basulto, Jeff Z. Pan
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
From Task Success to Productive Success: Evaluating Human-AI Collaboration by Quality and Cost
Saki Imai, Mert Inan, Malihe Alikhani
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
From Test-taking to Cognitive Scaffolding: A Pedagogical Diagnostic Benchmark for LLMs on English Standardized Tests
Luoxi Tang, Tharunya Sundar, Yuqiao Meng, Shuai Yang, Ankita Patra, Lakshmi Manohar Chippada, Jiqian Zhao, Yi Li, Weicheng Ma, Zhaohan Xi
Natural Language Processing
日本大学: 関与なし（対象大学）