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
RoCo-ACE: Rollout-Conditioned Online Distillation for Retention-Aware Knowledge Injection
Yan Hong, Wei Li, Kedong Xiu, Jun Lan, Shuheng Zhou, Zhongcai Lyu, Huijia Zhu, Weiqiang Wang, Jianfu Zhang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
RoboReason: Boosting Robotics-Relevant VLM Reasoning Through Scalable Data Generation
Sagnik Anupam, Utkarsh Lal, Aneesh Edara, Botong Zhang, Yao Tang, Jiatao Gu, Dinesh Jayaraman, Osbert Bastani
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
RoboSPA: Can VLA Models Go Beyond Simple Scenes and Short-Horizon Tasks?
Zhenxuan Fan, Bo Zhang, Yutong Lin, Yuqian Yuan, Juekai Lin, Liang Liang, Zhuoyi Huang, Wenqiao Zhang, Juncheng Li, Siliang Tang, Jun Xiao, Yueting Zhuang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Robust Failure, Conservative Repair: Textual Knowledge Distillation from Cross-Model Failures
Andrew Ren, Haokun Liu, Chenhao Tan
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Robust Multi-Agent LLMs under Byzantine Faults
Haejoon Lee, Vincent-Daniel Yun, Dimitra Panagou, Sai Praneeth Karimireddy
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Robust and Efficient Guardrails with Latent Reasoning
Siddharth Sai, Xiaofei Wen, Muhao Chen
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
RoleKV - Role-Aware KV Cache Management for the Inverted Age-Importance of LLM Agent Context
Eashan Dash, Arun Ramachandran, Prakash Raghavendra
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Routing-Aware Safety Alignment for Mixture-of-Experts Models
Jiacheng Liang, Yuhui Wang, Tanqiu Jiang, Ting Wang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Routing-Free Mixture of Experts
Yilun Liu, Jinru Han, Sikuan Yan, Volker Tresp, Yunpu Ma
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Rubric Spans are Label Representations: Joint LLM Encoding for Short Answer Scoring
Zhifan Sun, Sebastian Gombert, Fabian Zehner, Leon Camus, Longwei Cong, Hendrik Drachsler
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Rubric-Aware Multi-Expert Online Policy Distillation for Chinese Elementary School Essay Writing
Wei Tian, Yuhao Zhou, Xiayu Sun, Yadong Zhang, Hao Zhou, Shu Liu, Man Lan
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Rubric-Guided Process Reward for Stepwise Model Routing
Shenghao Ye, Yu Guo, Zhengheng Li, Qiang Huang, Shuangwu Chen, Wang Luo, Rui Qian, Jie Zhang, Tao Zhang, Dong Jin, Xiaobin Tan, Quan Zheng, Jianyang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
RubricRM: Generative Reward Modeling via Dynamic Rubrics for Image Generation and Editing
Zijian Kan, Wei Wang, Luo Long, Bing Zhao, Xuan Ren, Weixu Qiao, Li Wenbo, hu Wei, Lin Qu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
R²Edit: Mastering Relation Replacement Editing via Target-Smoothed Forgetting and Self-Paced Learning
Xu Cao, Xinrui Chen, Qing Liu, Mengyang Li, Ou Wu, Yi Du
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
S3Mem: Structured Spatiotemporal Scene-Event Memory for Long-Horizon Interactive Question Answering
Encheng Su, Jianyu Wu, Jinouwen Zhang, Qiucheng Yu, Chen Tang, Pengze Li, Lintao Wang, Aoran Wang, Xinzhu Ma, Shixiang Tang, Yizhou Wang, Houqiang Li
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SABER-Math: An Automated Reranking Benchmark for Mathematical Information Retrieval
Nikolay Georgiev, Maria Drencheva, Kseniia Ibragimova, Ivo Petrov, Dimitar Iliev Dimitrov, Martin Vechev
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SABER: Benchmarking Operational Safety of LLM Coding Agents in Stateful Project Workspaces
Qi HU, Yifeng Tang, Qinghua Wang, Lanyang Zhao, Pengji Zhang, Yuhao Qing, Xin Yao, Dong Huang, Lin Zhang, Zhuoran Ji
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SABER: Stability-Aware Early Exit for LLM Reasoning via Adversarial Branch Probing
Wanli Cheng, Haiya Xiang, Juntao Li, Hongling Wang, Wenliang Chen
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SAEExplainer: Interpreting SAE Features with Activation-Guided Preference Optimization
Jingyi He, Haiyan Zhao, Ruxue Shi, Yanguang Liu, Xin Wang, Fei Sun, Mengnan Du
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SAFE: A Plug-and-Play Framework for Prompt Optimization in Text-to-Image Safety
Jisu Shin, Sol Lee, Sungrae Hong, A Young Kim, Mun Yong Yi
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SAFE: An LLM-as-Verifier Framework for Evidence-Grounded Multi-Hop Reasoning
Daeyong Kwon, Soyoung Yoon, Seung-Won Hwang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SAFEGuard: Detect Optimization-Based Jailbreak Atacks Through Harmful Semantic Analysis and Fluency Measurement
Quoc Viet Vo, Trung Le, Damith Ranasinghe, Ehsan Abbasnejad
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SAFER: Spectral Correlation Prior-based Attention Signature Flow for Enhanced Robustness in Harmful Prompt Detection
Neeva Oza, Kolavennu Mani Kanta Krishna Kumar, Rahul Mishra
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SAGA: Structured Applicability-Guided Alignment for Conversational Legal Retrieval
Xinxuan Lv, Minghan Li, Guodong Zhou
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SAGE: How Well Do LLMs Align with Classical Chinese Philosophy?
Yuying Zhao, Sirui Chen, Yixin Liu, Xuemei Jia, Lingxi Min, Zheng Wang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SAGE: Semantic Anchor-Guided Evolution for Grounded Medical QA Data Synthesis
Chuan Li, Chengyu Wang, Cen Chen, Ye Lyu, Mingyuan Fan, Ming Gao
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SAGE: Semantic Attribute Graphs for Multi-Entity Visual Retrieval
Yongjoo Kim, Mincheol Kwon, Seonga Choi, Minseung Lee, Kyeong-Jin Oh, Hyunyoung Lee, Yunsu Choi, Jungbeom Lee
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SAILRec: Steering LLM Attention to Dual-Side Semantically Aligned Collaborative Embeddings for Recommendation
Xi Wu, Jiale Wang, Zihan Wang, Yichen Gao, Xiaocui Yang, Shi Feng, Daling Wang, Yifei Zhang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SALT: Salience-Aware Lexical Trie for Long-Context Compression
Oteo Mamo, Hyunjin Yi, Joydhriti Choudhury, Shangqian Gao, Weikuan Yu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SAND: Subjective-Anticipation-Augmented News Recommendation via Dual-Pathway Distillation
Hong-Kyun Bae, Zhenping Jin, Sang-Wook Kim
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SARATHI: Decoupled Data-Free Probing and Adaptive Reconstruction for Structured LLM Pruning
Sankar Behera, Dhruv Singh, Satyadev Ahlawat, Yamuna Prasad
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SARL-ICD: Structure-aware Contrastive Representation Learning with LLM-augmented Label Descriptions for Automatic ICD Coding
Jincheng Shi, Tianyang Huang, Shanfeng Zhu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SATURN: Symbolic Spatial Reasoning for Multi-Perspective Grounding
Danial Kamali, Tanawan Premsri, Shreya Rajpal, Amir Zadeh, Chuan Li, Parisa Kordjamshidi
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SCALE: Structured Case-law-guided Anticipatory Legal Reasoning
Mann Khatri, Santosh T.Y.S.S, Oana Ichim, Rajiv Ratn Shah, Ponnurangam Kumaraguru
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SCAR: Shapley Credit Assignment for More Efficient RLHF
Meng Cao, Shuyuan Zhang, Xiao-Wen Chang, Doina Precup
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SCOPE: Signal-Calibrated On-Policy Distillation Enhancement with Dual-Path Adaptive Weighting
Binbin Zheng, Xing Ma, Yiheng Liang, Jingqing Ruan, Xiaoliang Fu, Kepeng Lin, Benchang Zhu, Ke Zeng, Xunliang Cai
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SCOPE: Stepwise Calibration of Reasoning Confidence with Outcome-Grounded Prefix Evidence
Huaqin Zhao, Yifan Zhou, Bolun Sun, Chao Cao, Yiwei Li, Zhaojun Ding, Lu Zhang, Tianming Liu, Jin Lu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SCORE: Similarity-Aware Contextual Overlap-Redundancy Eviction for Efficient KV Cache Compression in LLMs
Gilha Lee, Seungil Lee, Hyun Kim
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SCORE: Specificity, Context Utilization, Robustness, and Relevance for Reference-Free LLM Evaluation
Homaira Huda Shomee, Rochana Chaturvedi, Yangxinyu Xie, Tanwi Mallick
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SCRIBE: Learning Reusable Skill Rubrics for Process Reward Models
Yuxuan Jiang, Francis Ferraro
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SDARE-Bench: Evaluating Large Language Models on Conversational Stigma Detection and Response in Dyadic and Group Dialogue
Stephanie Fong, Yiwen Jiang, Zimu Wang, Hongxi Yang, Yaling Shen, Hiu Weh Naomi Chow, Heung Ying Lai, Xiangyu Zhao, Qingyang Xu, Zhongxing Xu, Jiahe Liu, Guilherme C Oliveira, Vincent Lee, Zongyuan Ge, Dominic Dwyer
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SEA-SpeechBench: A Large-Scale Multitask Benchmark for Speech Understanding Across Southeast Asia
Jingyi Liao, Wenyu Zhang, Zhuohan Liu, Yingxu He, Geyu Lin, Xunlong Zou, Shuo Sun, Syed Ali Redha Alsagoff, AiTi Aw
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SEAR: Self-Judging Agentic Reward Models
Bingqian Li, Chuan Hao, Junyi Li, Ran Tao, Jian Yang, Xin Zhao
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SGM: Safety Glasses for Multimodal Large Language Models via Neuron-Level Detoxification
Hongbo Wang, AprilPyone MaungMaung, Isao Echizen [総合研究大学院大学] [東京大学]
Natural Language Processing
日本大学: 総合研究大学院大学 / 東京大学
2026 · EMNLP
SGTR: Learning Style-Generalizable Trajectory Reasoning for Zero-Shot Text Style Transfer
Yuan Gao, Yuwei He, Yashuo Luo, Junlin Hu, Jun Yang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SHADOWBENCH: Toward Reliable Automatic Evaluation of Semantic Alignment in Autoformalization
Hojae Han, Jongyoon Kim, Sanghyeok Park, Dongwook Cheon, Yeachan Park, Myeong Jae Jeon, SunJong Choe, Soonho Kong, Wonseok Hur, Seung-Won Hwang, Donghoon Hyeon
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SHAPE: Structural Hypergraph Augmentation with Personalized Event Memory for Temporal Knowledge Graph Reasoning
Qing Li, Jialin Lv, Jingjing Song, Duan Fei, Zhongwen Guo
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SHERLOC: Structured Diagnostic Localization for Code Repair Agents
Hovhannes Tamoyan, Sean Narenthiran, Erik Arakelyan, Mira Mezini, Boris Ginsburg
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SHICD: Self-Hallucination-Inducing Contrastive Decoding for Efficient LLM Hallucination Mitigation
Haopeng Jing, Shufeng Hao, Chongyang Shi, Qi Yu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SHIFT: Self-reconstruction Harnesses Implicit Fine-grained Thinking for Retrieval
Yuxiao Luo, Da Li, Mingjie Zhang, Zhentao he, Shikun Zhang, Wei Ye
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SIC-Agents: Benchmarking and Building Adaptive Simulator for Pediatric Serious Illness Communication Training
Zihan Wang, Anita Slominska, Rennie Bimman, Elizabeth Di Flumeri, Amanda Mayappo-Neeposh, Conall Francoeur, Tamara Ellen Carver, Xiao-Wen Chang, Doina Precup, Esin Darici Haritaoglu, Ismail Haritaoglu, Akshatha Arodi, Naomi Goloff
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SIMPA: Restricting What Experts See, Not What They Produce, in MoE-PEFT
Pham Tri Quang, Khoa Tran, Giang Do, Hung Le, Truyen Tran, Tho Quan
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SIMPLE: A Comparative Study of Prompting and Fine-Tuning for LLM-Based Text Simplification
Zixian Meng, Dongqiang Yang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SIP: Aligning LLM-based TableQA with Table Semantics via SQL Logic
Zhen Yang, Ziwei Du, Minghan Zhang, Wei Du, Haodong Zou, Shicheng Tan, Jie Chen, Shu Zhao
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SIRI: Self-Internalizing Reinforcement Learning with Intrinsic Skills for LLM Agent Training
Zhongyu He, Yuanfan Li, Fei Huang, Tianyu Chen, Siyuan Chen, Xingyang Li, Meng Hsuan Yu, Xiangrong Liu, Leyi Wei, Lu Pan, Ke Zeng, Xunliang Cai
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SLIT: Execution-Grounded Small Language Models for Issue-Reproducing Test Generation
Runlin Liu, Zhe Zhang, Zeren Chen, Xiang Gao, Lu Sheng, Ping Yang, Mu Li, Hailong Sun
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SMADE-IE: Sparse Multi-Agent Framework with Evidence-Driven Debate for Zero-Shot Information Extraction
Kenfeng Huang, Yi Cai, Xin Wu, Zikun Deng, LI Yuan
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SMART: Sink-based Modality-Aware Redistribution of Transformer Attention
Dian Yu, Yao Yao, Hai Zhao
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SOLID: Infusing Symbolic Logic into LLMs via Dual-Verified Backward Reasoning
Weijie Yu, Yuhang Dong, Feifei Ma
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SONIC-O1: A Real-World Benchmark for Evaluating Multimodal Large Language Models on Audio-Video Understanding
Ahmed Y. Radwan, Christos Emmanouilidis, Hina Tabassum, Deval Pandya, Shaina Raza
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SOPBench: Evaluating Language Agents at Following Standard Operating Procedures and Constraints
Zekun Li, Shinda Huang, Jiangtian Wang, Nathan Zhang, Antonis Antoniades, Wenyue Hua, Kaijie Zhu, Sirui Zeng, Chi Wang, William Yang Wang, Xifeng Yan
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SPADER: Step-wise Peer Advantage with Diversity-Aware Exploration Rewards for Multi-Answer Question Answering
Qiming Shi, Zhaolu Kang, Yunfan Zhou, Di Weng, Yingcai Wu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SPARC-RAG: Adaptive Sequential–Parallel Scaling with Context Management for Retrieval-Augmented Generation
Yuxin Yang, Gangda Deng, Ömer Faruk Akgül, Nima Chitsazan, Yash Govilkar, Akasha Tigalappanavara, Shi-Xiong Zhang, Sambit Sahu, Viktor Prasanna
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SPARROW: Scalable Taxonomy Induction via Structure-Preserving Partitioning and Constraint-Guided Merging
Yirui Zhang, Yixuan Tang, Yandong Sun, Mong-Li Lee, Anthony Kum Hoe Tung
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SPEC-Distill: Towards Efficient Speculative Distillation for Reinforcement Learning with Verifiable Rewards
Bingshuai Liu, Zijun Min, Ante Wang, Jiajun Cao, Haibo Zhang, Liang Yao, Shuman Liu, Anxiang Zeng, Jinsong Su
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SPHERE: Automatic Music Upmixing via Audio Language Model Post-Training with Spatial Heuristics Rewards
Zixun Guo, Calvin Murdock, Sanjeel Parekh, W. Owen Brimijoin, Simon Dixon, Joshua Reiss, Ishwarya Ananthabhotla
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SPIRE: Unifying Partial Rollouts, Replay, and Asynchrony in LLM Reinforcement Learning via Segment-wise Prefix Importance Sampling
Chenlu Zhan, Yufei Zhang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SPLADE-COVER: Coverage-Aware Representations for Learned Sparse Retrieval
Siddharth AK Singh, Eugene Yang, Dawn Lawrie, Trevor Adriaanse, Andrew Yates
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SPRI: SVD-Partitioned Residual Initialization for Data-Constrained MoE Upcycling in Speech-to-Text Translation
Weiqiao Shan, Ruixiang Mao, Yuang Li, Yuhao Zhang, Yingfeng Luo, Tong Zheng, Chen Xu, Yucheng Qiao, Chunxiang Jin, Yi Yuan, Jingdong Chen, Tong Xiao, JingBo Zhu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SPRInG: Continual LLM Personalization via Selective Parametric Adaptation and Retrieval-Interpolated Generation
Seoyeon Kim, Jaehyung Kim
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SRAF: Stealthy and Robust Adversarial Fingerprint for Copyright Verification of Large Language Models
Zhebo Wang, Zhenhua Xu, Li Maike, Xilong Cheng, Wenpeng Xing, Chunqiang Hu, Chen Zhi, Meng Han
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SSPC: Semantic-Structural Propagation Calibration for Multimodal Fake News Detection
Zejiang He, Yun Luo, Zhen Huang, Zhiliang Tian, Jingyuan Huang, Shanshan Liu, Yanzhou Ma, Zhaoning Zhang, Dongsheng Li
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SSR: Symbolic-Neural Soft Reasoning for Robust and Verifiable Thinking Chains
Rui Wang, Zeming Wei, Yihao Zhang, Xiaokun Luan
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
ST-EVO: Towards Generative Spatio-Temporal Evolution of Multi-Agent Communication Topologies
Xingjian Wu, Xvyuan Liu, Junkai Lu, Siyuan Wang, Xiangfei Qiu, Yang Shu, Jilin Hu, Chenjuan Guo, Bin Yang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
STARK: Strategic Advantage Reinforcement with Confidence-Driven Exploration for Long-Horizon Agentic Learning
Jinyang Wu, Xinan Chang, Yuhao Shen, Zhengxi Lu, Shuo Yang, Mingkuan Feng, Jiangyan Yi, Shuai Zhang, Zheng Lian, Zhengqi Wen, Jianhua Tao
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
STEB: Style Text Embedding Benchmark
Rafael Alberto Rivera Soto, Anna Wegmann, Cristina Aggazzotti
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
STEEREVAL: Inference-time Interventions Strengthen Multilingual Generalization in Neural Summarization Metrics
Silvia Casola, Ryan Soh-Eun Shim, Felicia Körner, Yuchen Mao, Barbara Plank
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
STILL: Recovering Lowered STL Semantics for LLM-assisted C++ Decompilation
Xiaohan Wang, Kevin Leach
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
STIR: Self-Distilled Latent Tools for Dynamic Control of LLM Reasoning
Zhenning Shi, Yijia Zhu, Junhan Shi, Xun Zhang, Lei Wang, Congcong Miao
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
STORM: Stepwise Token Optimization with Reward-Guided Beam Search
Arthur Satouf, Giulio D’Erasmo, Yuxuan Zong, Habiboulaye Amadou Boubacar, Pablo Piantanida, Benjamin Piwowarski
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SUGAR: Spectral and Geometry-Aware Alignment for Matryoshka Representation Distillation
Hai An Vu, Phung Gia Huy, Minh-Phuc Truong, Linh Ngo Van, Thanh Hong Nguyen, Thanh-Toan Do, Trung Le
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SUNDER: Selective Unmasking for Text Understanding
Alphaeus Dmonte, Tharindu Ranasinghe, Marcos Zampieri
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SV-Detect: AI-generated Text Detection with Steering Vectors
Mikhail Vishnyakov, Tatiana Gaintseva
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SWE-MEM: Learning Adaptive Memory Management for Long-Horizon Coding Agents
Shuzheng Gao, Wenhao Zeng, Zhaojian Yu, Jianqiao Wangni, Chaozheng Wang, Kai Cai, Shilin He, Michael R. Lyu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SaFeR-Steer: Evolving Multi-Turn MLLMs via Synthetic Bootstrapping and Feedback Dynamics
Haolong Hu, Hanyu Li, Tiancheng He, Huahui Yi, An Zhang, Qiankun Li, Kun Wang, Yang Liu, Zhigang Zeng
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SafeGEO: Understanding Generative Engine Optimization Risks in Recommendation Agents
Qianfeng Wen, Yifan Simon Liu, Xin Liu, Difan Jiao, Blair Yang, Junda Wu, Zhenwei Tang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SafeRx-Agent: A Knowledge-Grounded Multi-Agent Framework for Safe and Explainable Medication Recommendation
Xinyu Wang, Hanwei Wu, Zhenghan Tai, Sicheng Lyu, Qincheng Lu, Ziyu Zhao, Jijun Chi, Jingrui Tian, Xiao-Wen Chang, Ziyang Song
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SafeSteer: Localized On-Policy Distillation for Efficient Safety Alignment
Hao Li, Jingkun An, Zijun Song, Pengyu Zhu, Rui Li, Hao Wang, Wendi Feng, Yesheng Liu, Lijun Li, Jin-Ge Yao, Lei Sha
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Safety Paradox: How Enhanced Safety Awareness Leaves LLMs Vulnerable to Posterior Attack
Long P. Hoang, Viet Hai Le, Shaoyang Xu, Wei Lu, Wenxuan Zhang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Safety Sentry: Context-Aware Human Intervention via EXECUTE–ASK–REFUSE Routing
Tianyu Chen, Chujia Hu, Wenjie Wang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Safety Training Modulates Harmful Misalignment Under On-Policy RL, But Direction Depends on Environment Design
Leon Eshuijs, Shihan Wang, Antske Fokkens
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Safety-Aware Contrastive Decoding for Contextual Safety in Multimodal Large Language Models
Zheyuan Liu, Zhangchen Xu, Guangyao Dou, Xiangchi Yuan, Zhaoxuan Tan, Radha Poovendran, Meng Jiang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Same Answer, Different Representations: Hidden instability in VLMs
Farooq Ahmad Wani, Alessandro Suglia, Rohit Saxena, Aryo Pradipta Gema, Wai-Chung Kwan, Fazl Barez, Maria Sofia Bucarelli, Fabrizio Silvestri, Pasquale Minervini
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Same Chart, Different Story: Bias in Vision-Language Chart Interpretation
Mizanur Rahman, Huan Wu, Arash Asgari, Enamul Hoque Prince, Laleh Seyyed-Kalantari
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Same Payload, Different Channel: Measuring Trust Asymmetry in Tool-Using Language Models
Mohammed Sameer Syed, Rozhin Yasaei
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Same Trajectory, Contradictory Rewards (RoboRMBench): Paraphrase Fragility in Vision Language Reward Models
Wonje Jeung, Sangyeon Yoon, Hyesoo Hong, Yoonjun Cho, Dongjae Jeon, Bumjun Kim, Jean Oh, Youngjae Yu, Albert No
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
SampKV: Saliency-Aware Mixed-Precision KV Cache for Efficient Diffusion Language Model Inference
Zhenrui Wang, Haodong Chang, Yang Sui, Rongjian Liang, Bo Yuan, Jiang Hu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Sample Where You Struggle: Sharpening Base Model Reasoning via Entropy-Guided Power Sampling
Hong Guo, Nianhui Guo, Christoph Meinel, Haojin Yang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Sampling Less, Knowing More: Contradiction-aware Adaptive Spectral and Entropic Uncertainty Quantification for LLMs
Jiaming Zhang, Heng-yang Lu, Xinan Chen, Junyuan Zheng, Yuncheng Jiang, Ying Zhu, Chenyou Fan
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · EMNLP
Saying vs. Seeing: Evaluating LLM Conflict Awareness and Resolution Preference under Latent Claim-Evidence Disagreement
Daniel Hacker, Kfir Bar
Natural Language Processing
日本大学: 関与なし（対象大学）