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2022–2026 LIVE

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Natural Language Processing

2026 · 2,222 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 · ACL
Jailbreak-Zero: A Path to Pareto Optimal Red Teaming for Large Language Models
Kai Hu, Abhinav Aggarwal, Mehran Khodabandeh, David Zhang, Eric Hsin, Li Chen, Ankit Jain, Matt Fredrikson, Akash Bharadwaj
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
Jailbreaking Multimodal Large Language Models using Multi-Clip Video
Choongwon Kang, Seungjong Sun, Hyunmin Jun, Jang Hyun Kim
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
Jakiro: Boosting Speculative Decoding via Decoupled MoE
Haiduo Huang, Fuwei Yang, Zhenhua Liu, Pengju Ren
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
JanusMM: A Benchmark for Self-Deprecation Understanding in Real-World Multimodal Conversations
Xinyi Xu, Bingguang Hao, Yongyi Xiong, Zimo Chen, Xinchen Liu, Hongxin Guo, Xuelong Wang, Silin Zhou, Shihan Dou
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
JoPR: Joint Emotion Perception and Reasoning for Conversational Emotion Recognition
Yumeng Fu, Weitao Huang, Junjie Wu, Hao Teng, Meishan Zhang, Bingquan Liu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
Joint Knowledge Base Completion and Question Answering by Combining Large Language Models and Small Language Models
Yinan Liu, Dongying Lin, Sigang Luo, Xiaochun Yang, Bin Wang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
JurisBench: A Deep Benchmark for Assessing Large Language Models in Professional Legal Practice
Ziang Chen, Guannan Li, Fanlin Ji, Yipeng Kang, Jiaqi Li, Muhan Zhang, Yangtao Zhang, Li Tianjiao, Jiannan Wang, Xin Guo, Song-Chun Zhu, Bin Ling
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
Just Pass Twice: Efficient Token Classification with LLMs for Zero-Shot NER
Ahmed Ewais, Ahmed Hashish, Amr Ali
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
K-Merge: Online Continual Merging of Adapters for On-device Large Language Models
Donald Shenaj, Ondrej Bohdal, Taha Ceritli, Mete Ozay, Pietro Zanuttigh, Umberto Michieli
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
KARL: Reinforcement Learning for LLM Agents on Multi-Turn Knowledge-Intensive Agentic Tasks
Xueqiao Sun, Xiao Liu, Bowen Lv, Hanchen Zhang, Bohao Jing, Zehan Qi, Yifan Xu, Yuxiao Dong, Jie Tang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
KASER: Knowledge-Aligned Student Error Simulator for Open-Ended Coding Tasks
Zhangqi Duan, Nigel Fernandez, Andrew Lan
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
KCVR: Knowledge-Centric Video Reconstruction for Structured Pedagogical Summarization via Dynamic Graph Planning
Jingjiang Liu, Jia Zhu, Hanghui Guo, Weijie Shi, Yue Cui, Xiaokang Jin, Yilin Wang, Qingyu Niu, Jiawei Shen, Guoqing Ma, Yidan Liang, Shimin Di, Jiajie Xu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
KG-MuLQA: A Framework for KG-based Multi-Level QA Extraction and Long-Context LLM Evaluation
Nikita Tatarinov, Vidhyakshaya Kannan, Haricharana Srinivasa, Arnav Raj, Harpreet Singh Anand, Varun Singh, Aditya Luthra, Ravij Lade, Agam Shah, Sudheer Chava
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
KG-ViP: Bridging Knowledge Grounding and Visual Perception in Multi-modal LLMs for Visual Question Answering
Zhiyang Li, Ao Ke, Yukun Cao, Xike Xie
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
KV-Embedding: Training-free Text Embedding via Internal KV Re-routing in Decoder-only LLMs
Yixuan Tang, Yi Yang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
KinyaProp: Fine-Grained Propaganda Annotation in Kinyarwanda
Manzi Fabrice Niyigaba, Ivory Yang, Soroush Vosoughi
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
Know Your Place: Diagnosing Implicit Social Adaptation Failures in Chinese Large Language Models
Yu Tian, Jie Xing, Ziming Li, Jiang Li, Zehua Duo, Tian Lan, Xu Liu, Guanglai Gao, Xiangdong Su
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
Know the Known and the Unknown: Reasonable Answer Generation with Knowledge-Informed Citations
Yichi Zhang, Zhuo Chen, Lingbing Guo, Jun Xu, Mengshu Sun, Zhizhen Liu, Lei Liang, Wen Zhang, Huajun Chen
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
KnowMe-Bench: Benchmarking Person Understanding for Lifelong Digital Companions
Tingyu Wu, Zhisheng Chen, Ziyan Weng, Shuhe Wang, Shuo Zhang, Sen Hu, Silin Wu, Qizhen Lan, Huacan Wang, Ronghao Chen
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
KnowRL: Exploring Knowledgeable Reinforcement Learning for Factuality
Baochang Ren, Shuofei Qiao, Ningyu Zhang, Da Zheng, Huajun Chen
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
Knowing When Not to Answer: Lightweight KB-Aligned OOD Detection for Safe RAG
Ilias Triantafyllopoulos, Renyi Qu, Salvatore Giorgi, Brenda Curtis, Lyle Ungar, João Sedoc
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
Knowledge Beyond Language: Bridging the Gap in Multilingual Machine Unlearning Evaluation
Kyomin Hwang, Hyeonjin Kim, Sangyeon Cho, Nojun Kwak
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
Knowledge Injection Exists in MoE? Exploring Expert-Aware Contrast Decoding in MoE for Mitigating LLMs’ Hallucinations
Xinyue Fang, Zhiliang Tian, Zhen Huang, Ziyi Pan, Zhihua Wen, Xi Wang, Quntian Fang, Dongsheng Li
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
Knowledge Poisoning Attacks on Medical Multi-Modal Retrieval-Augmented Generation
Peiru Yang, Haoran Zheng, Tong Ju, Shiting Wang, Wanchun Ni, Jiajun Liu, Shangguang Wang, Yongfeng Huang, Tao Qi
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
Knowledge Vector of Logical Reasoning in Large Language Models
Zixuan Wang, Yuanyuan Lei
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
Knowledge is Not Enough: Injecting RL Skills for Continual Adaptation
Pingzhi Tang, Yiding Wang, Muhan Zhang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
Knowledge without Wisdom: Measuring Misalignment between LLMs and Intended Impact
Michael Hardy, Yunsung Kim
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
Knowledge-driven Augmentation and Retrieval for Integrative Temporal Adaptation
Weisi Liu, Guangzeng Han, Xiaolei Huang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
Knowledge-to-Verification: Exploring RLVR for LLMs in Knowledge-Intensive Domains
Zhonghang Yuan, Zhefan Wang, Fang Hu, Zihong Chen, Jinzhe Li, Gang Li, Jie Ying, Huanjun Kong, Songyang Zhang, Nanqing Dong
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
KoCo-Bench: Can Large Language Models Leverage Domain Knowledge in Software Development?
Xue Jiang, Ge Li, Jiaru Qian, Xianjie Shi, Chenjie Li, Hao Zhu, Ziyu Wang, Jielun Zhang, Zeyu Zhao, Kechi Zhang, Jia Li, Wenpin Jiao, Zhi Jin, Yihong Dong
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
KoCo: Conditioning Language Model Pre-training on Knowledge Coordinates
Yudong Li, Jiawei Cai, Linlin Shen
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
L2Dir: Integrating L\_2-Norm and Directional Alignment for Unsupervised Contrastive Representation Learning in Multimodal Retrieval
Tianyu Zong, Rui Dai, Hongzhu Yi, Yuanxiang Wang, Zhenghao Zhang, Zhenyu Guan, Yujia Yang, Bingkang Shi, Yueyang Ding, Xiangxiang Chu, Kaikui Liu, Jungang Xu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LAD-RAG: Layout-aware Dynamic RAG for Visually-Rich Document Understanding
Zhivar Sourati, Zheng Wang, Marianne Menglin Liu, Yazhe Hu, Mengqing Guo, Sujeeth Bharadwaj, Kyu J. Han, Tao Sheng, Sujith Ravi, Morteza Dehghani, Dan Roth
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LADR: Locality-Aware Dynamic Rescue for Efficient Text-to-Image Generation with Diffusion Large Language Models
Chenglin Wang, Yucheng Zhou, Shuang Chen, Tao Wang, Kai Zhang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LAFaCT: Attribution-based Localization and Focused Sequential Analysis of Fact-Critical Tokens for Hallucination Detection
Xin Wang, Jiahao Li, Licheng Zhang, Zhendong Mao
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LAMCL: A Length-aware Momentum Contrastive Learning Framework for Multiscale Machine-Revised Text Detection
Bing Zhou, Zhe Huang, Shilei Tan, Kai Zhao, Zhou Yongcheng
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LANG: Reinforcement Learning for Multilingual Reasoning with Language-Adaptive Hint Guidance
Yuchun Fan, Bei Li, Peiguang Li, Yilin Wang, Yongyu Mu, Jian Yang, Xin Chen, Rongxiang Weng, Jingang Wang, Xunliang Cai, JingBo Zhu, Tong Xiao
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LASA: Language-Agnostic Semantic Alignment at the Semantic Bottleneck for LLM Safety
Junxiao Yang, Haoran Liu, Jinzhe Tu, Jiale Cheng, Zhexin Zhang, Shiyao Cui, Jiaqi Weng, Jialing Tao, Hui Xue, Hongning Wang, Han Qiu, Minlie Huang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LBLLM: Lightweight Binarization of Large Language Models via Three-Stage Distillation
Siqing Song, Chuang Wang, Yong Lang, Yi Yang, Xu-Yao Zhang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LCMA-SRT: Language-Conditional Mixture-of-Experts Adapters for Joint Multilingual Speech Recognition and Translation
Nanjie Li, Xiaoyong Guo, Hao Huang, Xu Haihua, Wei Shi
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LCR-RAG: Enhancing Logical Consistency in Retrieval-Augmented Generation via Neuro-symbolic Reinforcement Learning
Wenxiang Zheng, Guo Tang, Shixin Jiang, Liangyu Huo, Xiyuan Zhang, Jian Xie, Ming Liu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LEAF: Knowledge Distillation of Text Embedding Models with Teacher-Aligned Representations
Robin Vujanic, Thomas Rückstieß
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LEASH: Adaptive Length Penalty and Reward Shaping for Efficient Large Reasoning Model
Yanhao Li, Lu Ma, Jiaran Zhang, Lexiang Tang, Wentao Zhang, Guibo Luo
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LEDOM: Reverse Language Model
Xunjian Yin, Sitao Cheng, Yuxi Xie, Xinyu Hu, Li Lin, Xinyi Wang, Liangming Pan, William Yang Wang, Xiaojun Wan
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LENS: LLM-Enabled Narrative Synthesis for Mental Health by Aligning Multimodal Sensing with Language Models
Wenxuan Xu, Arvind Pillai, Subigya Nepal, Amanda C. Collins, Daniel M Mackin, Michael V. Heinz, Tess Z Griffin, Nicholas C. Jacobson, Andrew Campbell
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LGSA: Label Geometry Structuring and Aligning for Hierarchical Text Classification
Shuai Zhang, Weibo Xu, Jiahao Nie, Kecheng Huang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LLM Agents in Law: Taxonomy, Applications, and Challenges
Shuang Liu, Ruijia Zhang, Ruoyun Ma, Yujia Deng, Lanyi Zhu, Jiayu Li, Zelong Li, Zhibin Shen, Mengnan Du
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LLM Beliefs Are in Their Heads
Alessandro Corona Mendozza, Anders Søgaard
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LLM Reasoning as Trajectories: Step-Specific Representation Geometry and Correctness Signals
Lihao Sun, Hang Dong, Bo Qiao, Qingwei Lin, Dongmei Zhang, Saravan Rajmohan
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LLM Safety From Within: Detecting Harmful Content with Internal Representations
Difan Jiao, Yilun Liu, Ye Yuan, Zhenwei Tang, Linfeng Du, Haolun Wu, Ashton Anderson
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LLM-Based Multi-Agent Systems for Clinical Workflows: A Survey of AI Hospitals
Zonghai Yao, Hong yu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LLM-Based Multi-Task Bangla Hate Speech Detection: Type, Severity, and Target
Md Arid Hasan, Firoj Alam, Md Fahad Hossain, Usman Naseem, Syed Ishtiaque Ahmed
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LLM-ForcedAligner: A Non-Autoregressive and Accurate LLM-Based Forced Aligner for Multilingual and Long-Form Speech
Bingshen Mu, Xian Shi, Xiong Wang, Hexin Liu, Jin Xu, Lei Xie
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LLM-Generated Text May Harm Your Retrieval! A Robust Detection Strategy for Retrieval-Augmented Generation
Zhaoheng Huang, Yutao Zhu, Ji-Rong Wen, Zhicheng Dou
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LLM-MC-Affect: LLM-Based Monte Carlo Modeling of Affective Trajectories and Latent Ambiguity for Interpersonal Dynamic Insight
Yu-Zheng Lin, Bono Po-Jen Shih, John Paul Martin Encinas, Elizabeth Victoria Achom, Karan Patel, Jesus Horacio Pacheco, Sicong Shao, Jyotikrishna Dass, Soheil Salehi, Pratik Satam
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LLM-Powered Benchmark Factory: Reliable, Generic, and Efficient
Peiwen Yuan, Shaoxiong Feng, Yiwei Li, Xinglin Wang, Yueqi Zhang, Jiayi Shi, Chuyi Tan, Boyuan Pan, Yao Hu, Kan Li
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LLM-SLM Collaborative Framework of Idiomatic Expression Generation
Hui Gao, Changhao Song, Peng Zhang, Jing Zhang, Chang Yang, Liuxian Ge
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LLM-VA: Resolving the Jailbreak-Overrefusal Trade-off via Vector Alignment
Haonan Zhang, Dongxia Wang, Yi Liu, Kexin Chen, Wenhai Wang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LLM-XTM: Enhancing Cross-Lingual Topic Models with Large Language Models
Minh Chu Xuan, Tien-Phat Nguyen, Linh Ngo Van, Dinh Viet Sang, Nguyen Thi Ngoc Diep, Trung Le
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LLM-as-Scheduler: Agentic Workflow Dynamic Scheduling
Dawei Xiang, Kexin Chu, Wenyan Xu, Wenhui Zhang, Wei Zhang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LLM4Cell: Taxonomy and Evaluation of LLM and Agentic Models for Single-Cell Biology
Sajib Acharjee Dip, Adrika Zafor, Bikash Kumar Paul, Uddip Acharjee Shuvo, Muhit Islam Emon, Xuan Wang, Liqing Zhang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LLMEval-Fair: A Large-Scale Longitudinal Study on Robust and Fair Evaluation of Large Language Models
Ming Zhang, Yujiong Shen, Jingyi Deng, Yuhui Wang, Huayu Sha, Kexin Tan, Qiyuan Peng, Yue Zhang, Junzhe Wang, Shichun Liu, Yueyuan Huang, Jingqi Tong, Changhao Jiang, Yilong Wu, Zhihao Zhang, Mingqi Wu, Mingxu Chai, Zhiheng Xi, Shihan Dou, Tao Gui, Qi Zhang, Xuanjing Huang
Natural Language Processing
日本大学: 東京大学
2026 · ACL
LLMSurgeon: Diagnosing Data Mixture of Large Language Models
Yaxin Luo, Jiacheng Cui, Xiaohan Zhao, Xinyi Shang, Jiacheng Liu, Xinyue Bi, Zhaoyi Li, Zhiqiang Shen
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LLMs (Almost) Never Abstain Under Medical Uncertainty
Alessio Cocchieri, Luca Ragazzi, Giuseppe Tagliavini, Gianluca Moro
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LLMs Enable Bag-of-Texts Representations for Short-Text Clustering
I-Fan Lin, Faegheh Hasibi, Suzan Verberne
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LLMs as Knowledge Graph Refiners: Mitigating Factual Inconsistencies in Generative Knowledge Extraction
Donghyun Kim, Hyeongjun Yang, Seokju Hwang, Kyong-Ho Lee, Chanhee Lee
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LLMs in Sarcasm Detection? It’s elementary! (Or is it?)
Priyanshu Mahato, Aniket Santosh Mishra, Kripabandhu Ghosh
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LLaDA 1.5: Variance-Reduced Preference Optimization for Large Language Diffusion Models
Fengqi Zhu, Rongzhen Wang, Shen Nie, Xiaolu Zhang, Chunwei Wu, Jun Zhou, Yankai Lin, Ji-Rong Wen, Chongxuan Li
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LOKA: Conflict-Aware LLM Knowledge Update with Adaptive Knowledge Memory
Binchi Zhang, Zhengzhang Chen, Zaiyi Zheng, Jundong Li, Haifeng Chen
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LOTUS: Evolving Multimodal Unlearning via Hyperbolic Entailment and Lorentz Transport
Zekun Wang, Jingjie Zeng, Yingxu Li, Hongfei Lin, Liang Yang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LVLMs and Humans Ground Differently in Referential Communication
Peter Zeng, Weiling Li, Amie J. Paige, Zhengxiang Wang, Panagiotis Kaliosis, Dimitris Samaras, Gregory Zelinsky, Susan E. Brennan, Owen Rambow
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LaCo: Layer-wise Compensation for Pruned Large Language Models
Yingen Liu, Fan Wu, Panxuyan, Ruihui Li, Zhuo Tang, Kenli Li
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
Label Effects: Shared Heuristic Reliance in Trust Assessment by Humans and LLM-as-a-Judge
Xin Sun, Di Wu, Sijing Qin, Isao Echizen, Abdallah El Ali, Saku Sugawara
Natural Language Processing
日本大学: 東京大学
2026 · ACL
Label and Explanation Variation in LLM-Based Annotation: a Case Study in Natural Language Inference
Artur Kulmizev, Erika Lombart, Patrick Watrin, Marie-Catherine de Marneffe
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LangSAE Editing: Improving Multilingual Information Retrieval via Post-hoc Language Identity Removal
Dongjun Kim, Jeongho Yoon, Chanjun Park, Heuiseok Lim
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
Language Acquisition Device in Large Language Models
Masato Mita, Taiga Someya, Ryo Yoshida, Yohei Oseki
Natural Language Processing
日本大学: 東京大学
2026 · ACL
Language Model as Planner and Formalizer under Constraints
Cassie Huang, Stuti Mohan, Ziyi Yang, Stefanie Tellex, Li Zhang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
Language Models Don’t Know What You Want: Evaluating Personalization in Deep Research Needs Real Users
Nishant Balepur, Malachi Hamada, Varsha Kishore, Sergey Feldman, Amanpreet Singh, Pao Siangliulue, Joseph Chee Chang, Eunsol Choi, Jordan Lee Boyd-Graber, Aakanksha Naik
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
Language Models Learn Universal Representations of Numbers and Here’s Why You Should Care
Michal Štefánik, Timothee Mickus, Marek Kadlčík, Bertram Højer, Michal Spiegel, Raúl Vázquez, Aman Sinha, Josef Kuchař, Philipp Mondorf, Pontus Stenetorp
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
Language Models Struggle to Use Representations Learned In-Context
Michael A. Lepori, Tal Linzen, Ann Yuan, Katja Filippova
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
Language Reconstruction with Brain Predictive Coding from fMRI Data
Congchi Yin, Ziyi Ye, Piji Li
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
Language Statistics and False Belief Reasoning: Evidence from 41 Open-Weight LMs
Sean Trott, Samuel M. Taylor, Cameron Robert Jones, James A. Michaelov, Pamela D. Rivière
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
Language of Thought Shapes Output Diversity in Large Language Models
Shaoyang Xu, Wenxuan Zhang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
Language on Demand, Knowledge at Core: Composing LLMs with Encoder-Decoder Translation Models for Extensible Multilinguality
Mengyu Bu, Yang Feng
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LaoBench: A Large-Scale Multidimensional Lao Benchmark for Large Language Models
Jian Gao, Richeng Xuan, Zhaolu Kang, Dingshi Liao, Wenxin Huang, Zongmou Huang, Yangdi Xu, Bowen Qin, Zheqi He, Xi Yang, Changjinli, Yonghua Lin
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
Large Language Model-Enhanced Multi-Armed Bandits
Jiahang Sun, Zhiyong Wang, Runhan Yang, Chenjun Xiao, John C.S. Lui, Zhongxiang Dai
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
Large Language Models Are Bad Dice Players: LLMs Struggle to Generate Random Numbers from Statistical Distributions
Minda Zhao, Yilun Du, Mengyu Wang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
Latent Agents: A Post-Training Procedure for Internalized Multi-Agent Debate
John Seon Keun Yi, Aaron Mueller, Dokyun Lee
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
Latent Attention Denoising: A Training-Free Energy-Based Framework for Mitigating Hallucinations in Vision-Language Models
Zhiwen Luo, Siyu Jiang, Weilong Jiang, Kun He
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
Latent-Condensed Transformer for Efficient Long Context Modeling
Zeng You, Yaofo Chen, Qiuwu Chen, Ying Sun, Shuhai Zhang, Yingjian Li, Yaowei Wang, Mingkui Tan
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
Layer-Wise High-Impact Parameter Ratio Optimization in Post-Training Quantization for Large Language Models
Cuong Pham, Anh Dung Hoang, Cuong C. Nguyen, Trung Le, Gustavo Carneiro, Thanh-Toan Do
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LazyEviction: Lagged KV Eviction with Attention Pattern Observation for Efficient Long Reasoning
Haoyue Zhang, Hualei Zhang, Xiaosong Ma, Jie Zhang, Song Guo
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LeCoDe: A Benchmark Dataset for Interactive Legal Consultation Dialogue Evaluation
Weikang Yuan, Kaisong Song, Zhuoren Jiang, Junjie Cao, Yujie Zhang, Jun Lin, Kun Kuang, Ji Zhang, Xiaozhong Liu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LeLoRA: Learnable Low-Rank Adaptation of Large Language Models
Xiaoling Zhou, Mingjie Zhang, Zhemg Lee, Wei Ye, Shikun Zhang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LePREC: Reasoning as Classification over Structured Factors for Assessing Relevance of Legal Issues
Fanyu Wang, Xiaoxi Kang, Paul Burgess, Aashish Srivastava, Chetan Arora, Adnan Trakic, Lay-Ki Soon, Md Khalid Hossain, Lizhen Qu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
League of LLMs: A Benchmark-Free Paradigm for Mutual Evaluation of Large Language Models
Qianhong Guo, Wei Xie, Xiaofang Cai, Enze Wang, Shuoyoucheng Ma, Xiaobing Sun, Tian Xia, Kai Chen, Xiaofeng Wang, Baosheng Wang
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
Learn Like Humans: Use Meta-cognitive Reflection for Efficient Self-Improvement
Xinmeng Hou, Bohao Qu, Wuqi Wang, Peiliang Gong, Qing Guo, Yang Liu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
Learn to Relax with Large Language Models: Solving Constraint Optimization Problems via Bidirectional Coevolution
Beidan Liu, Zhengqiu Zhu, Chen Gao, Tianle Pu, Yong Zhao, Wei Qi, Quanjun Yin
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
LearnerCoMPASS: Intelligent Tutoring System with Dynamic Cognitive Diagnosis and Multi-Model Path Planning
Ziji Sheng, Guiyao Tie, Weidong Wang, Pan Zhou, Daizong Liu
Natural Language Processing
日本大学: 関与なし（対象大学）
2026 · ACL
Learning Diverse Responses with Prefix-Conditioned Supervised Fine-Tuning
Zhiyuan Fan, Guanqiao Chen, Yanyi Huang, Mingkuan Zhao, Dadi Guo, Yi R. Fung
Natural Language Processing
日本大学: 関与なし（対象大学）