语言大模型 / LLM

BookAsSumQA: An Evaluation Framework for Aspect-Based Book Summarization via Question Answering

Ryuhei Miyazato, Ting-Ruen Wei, Xuyang Wu, Hsin-Tai Wu, Kei Harada

机构 * The University of Electro-Communications（电子通信大学） ； Santa Clara University（圣克拉拉大学） ； DOCOMO Innovations, Inc.（doCOMO创新公司） 纠错

专题命中 评测与基准 ：LLM(abstract)；分类 cs.CL

Understanding Cross Task Generalization in Handwriting-Based Alzheimer's Screening via Vision Language Adaptation

Changqing Gong, Huafeng Qin, Mounim A. El-Yacoubi

机构 * Telecom SudParis, Institut Polytechnique de Paris（电信 SudParis，巴黎理工学院） 纠错

专题命中 评测与基准 ：language model(abstract)；分类 cs.AI

Catching Contamination Before Generation: Spectral Kill Switches for Agents

Valentin Noël

机构 * Devoteam 纠错

专题命中 评测与基准 ：language model(abstract)；分类 cs.LG

Comments Preprint under review (2025). 9 pages, 2 figures. Code and scripts: to be released

Beyond One-Size-Fits-All: Personalized Harmful Content Detection with In-Context Learning

Rufan Zhang, Lin Zhang, Xianghang Mi

机构 * University of Science and Technology of China（科学技术大学） 纠错

专题命中 评测与基准 ：foundation model(abstract)；分类 cs.CL

Evidence-Bound Autonomous Research (EviBound): A Governance Framework for Eliminating False Claims

Ruiying Chen

机构 * Cornell University（康奈尔大学） 纠错

专题命中 评测与基准 ：LLM(abstract)；分类 cs.AI

Comments 27 pages, 11 figures, 5 tables. Reproducibility package with MLflow artifacts and Google Colab notebooks available upon publication

Hallucination as an Upper Bound: A New Perspective on Text-to-Image Evaluation

Seyed Amir Kasaei, Mohammad Hossein Rohban

机构 * Department of Computer Engineering, Sharif University of Technology（谢里夫理工大学计算机工程系） 纠错

专题命中 评测与基准 ：language model(abstract)；分类 cs.CL

Comments Accepted at GenProCC NeurIPS 2025 Workshop

Evaluating, Synthesizing, and Enhancing for Customer Support Conversation

Jie Zhu, Huaixia Dou, Junhui Li, Lifan Guo, Feng Chen, Chi Zhang, Fang Kong

专题命中 评测与基准 ：LLM(abstract)；分类 cs.CL

Comments Accepted by AAAI-2026

Journal ref The Association for the Advancement of Artificial Intelligence (AAAI),2026

Video CLIP Model for Multi-View Echocardiography Interpretation

Ryo Takizawa, Satoshi Kodera, Tempei Kabayama, Ryo Matsuoka, Yuta Ando, Yuto Nakamura, Haruki Settai, Norihiko Takeda

机构 * The University of Tokyo Hospital（东京大学医院） 纠错

专题命中 评测与基准 ：language model(abstract)；分类 cs.AI

Effective Predictive Modeling for Emergency Department Visits and Evaluating Exogenous Variables Impact: Using Explainable Meta-learning Gradient Boosting

Mehdi Neshat, Michael Phipps, Nikhil Jha, Danial Khojasteh, Michael Tong, Amir Gandomi

专题命中 评测与基准 ：foundation model(abstract)；分类 cs.LG

The Dark Side of Rich Rewards: Understanding and Mitigating Noise in VLM Rewards

Sukai Huang, Shu-Wei Liu, Nir Lipovetzky, Trevor Cohn

机构 * Google DeepMind（谷歌DeepMind） 纠错

专题命中 评测与基准 ：language model(abstract)；分类 cs.LG

Comments accepted by PRL Workshop Series @ ICAPS 2025. 11 main body pages, 21 appendix pages

Generating an Image From 1,000 Words: Enhancing Text-to-Image With Structured Captions

Eyal Gutflaish, Eliran Kachlon, Hezi Zisman, Tal Hacham, Nimrod Sarid, Alexander Visheratin, Saar Huberman, Gal Davidi, Guy Bukchin, Kfir Goldberg, Ron Mokady

机构 * BRIA AI（BRIA人工智能） 纠错

专题命中 评测与基准 ：LLM(abstract)

InfiniBench: A Benchmark for Large Multi-Modal Models in Long-Form Movies and TV Shows

Kirolos Ataallah, Eslam Abdelrahman, Mahmoud Ahmed, Chenhui Gou, Khushbu Pahwa, Jian Ding, Mohamed Elhoseiny

机构 * KAUST（卡塔尔科技大学） ； Monash University（墨尔本大学） ； RICE University（里士满大学） 纠错

专题命中 评测与基准 ：language model(abstract)

Comments Accepted for oral presentation at the EMNLP 2025 main conference

FedCoT: Federated Chain-of-Thought Distillation for Large Language Models

Tao Fan, Weijing Chen, Yan Kang, Guoqiang Ma, Hanlin Gu, Yuanfeng Song, Lixin Fan, Qiang Yang

机构 * Hong Kong University of Science and Technology（香港科学与技术大学） ； WeBank ； Hong Kong Polytechnic University（香港理工大学） 纠错

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；small language model(abstract)

PPC-GPT: Federated Task-Specific Compression of Large Language Models via Pruning and Chain-of-Thought Distillation

Tao Fan, Guoqiang Ma, Yuanfeng Song, Lixin Fan, Qiang Yang

机构 * Hong Kong University of Science and Technology（香港科学与技术大学） ； WeBank Co., Ltd（WeBank公司） ； Hong Kong Polytechnic University（香港理工大学） 纠错

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；small language model(abstract)

KVLink: Accelerating Large Language Models via Efficient KV Cache Reuse

Jingbo Yang, Bairu Hou, Wei Wei, Yujia Bao, Shiyu Chang

机构 * Department of Computer Science UC Santa Barbara（计算机科学系 UC 圣塔芭芭拉大学） ； Center for Advanced AI Accenture（先进人工智能中心 江苏 Accenture） 纠错

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

GraphChain: Large Language Models for Large-scale Graph Analysis via Tool Chaining

Chunyu Wei, Wenji Hu, Xingjia Hao, Xin Wang, Yifan Yang, Yueguo Chen, Yang Tian, Yunhai Wang

机构 * Renmin University of China（中国人民大学） ； Guangxi University（广西大学） ； Beijing Jiaotong University（北京交通大学） 纠错

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

Comments Accepted by NeurIPS 2025

Utilizing Multilingual Encoders to Improve Large Language Models for Low-Resource Languages

Imalsha Puranegedara, Themira Chathumina, Nisal Ranathunga, Nisansa de Silva, Surangika Ranathunga, Mokanarangan Thayaparan

机构 * School of Mathematical and Computational Sciences, Massey University, Auckland, New Zealand（数学与计算科学学院，梅西大学，奥克兰，新西兰） ； Department of Computer Science, The Open University, Milton Keynes, United Kingdom（计算机科学系，开放大学，米利顿凯斯，英国） 纠错

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Evaluating The Performance of Using Large Language Models to Automate Summarization of CT Simulation Orders in Radiation Oncology

Meiyun Cao, Shaw Hu, Jason Sharp, Edward Clouser, Jason Holmes, Linda L. Lam, Xiaoning Ding, Diego Santos Toesca, Wendy S. Lindholm, Samir H. Patel, Sujay A. Vora, Peilong Wang, Wei Liu

机构 * Department of Radiation Oncology, Mayo Clinic, Phoenix, AZ 85054（放射肿瘤科，梅奥诊所，凤凰城，AZ 85054） 纠错

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

MuonAll: Muon Variant for Efficient Finetuning of Large Language Models

Saurabh Page, Advait Joshi, S. S. Sonawane

机构 * Computer Engineering（计算机工程） ； Pune Institute of Computer Technology（普那计算机技术学院） 纠错

专题命中 效率与部署 ：language model(title,abstract)；large language model(title)；pretraining(abstract)；分类 cs.CL、cs.LG

Breaking the Gradient Barrier: Unveiling Large Language Models for Strategic Classification

Xinpeng Lv, Yunxin Mao, Haoxuan Li, Ke Liang, Jinxuan Yang, Wanrong Huang, Haoang Chi, Huan Chen, Long Lan, Yuanlong Chen, Wenjing Yang, Haotian Wang

机构 * College of Computer Science and Technology, National University of Defense Technology（国防科技大学计算机科学与技术学院） ； Center for Data Science, Peking University（北京大学数据科学中心） ； Faculty of Engineering, the University of Sydney（悉尼大学工程学院） ； Faculty of Computing, Harbin Institute of Technology（哈尔滨工业大学计算机学院） 纠错

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.LG

Comments Accepted by NeurIPS 2025

EASE: Practical and Efficient Safety Alignment for Small Language Models

Haonan Shi, Guoli Wang, Tu Ouyang, An Wang

专题命中 效率与部署 ：language model(title,abstract)；small language model(title,abstract)；分类 cs.LG

Comments Accepted to AAAI 2026

GlitchMiner: Mining Glitch Tokens in Large Language Models via Gradient-based Discrete Optimization

Zihui Wu, Haichang Gao, Ping Wang, Shudong Zhang, Zhaoxiang Liu, Shiguo Lian

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI

The Role of High-Performance GPU Resources in Large Language Model Based Radiology Imaging Diagnosis

Jyun-Ping Kao

机构 * Graduate Institute of Biomedical Electronics and Bioinformatics（生物医学电子与生物信息学研究生院） ； National Taiwan University（台湾大学） 纠错

专题命中 效率与部署 ：language model(title,abstract)；large language model(title)；LLM(abstract)；分类 cs.CL

Choose Your Model Size: Any Compression of Large Language Models Without Re-Computation

Martin Genzel, Patrick Putzky, Pengfei Zhao, Sebastian Schulze, Mattes Mollenhauer, Robert Seidel, Stefan Dietzel, Thomas Wollmann

机构 * Merantix Momentum（梅兰特克斯动力） 纠错

专题命中 效率与部署 ：large language model(title)；language model(title)；foundation model(abstract)；post-training(abstract)

Comments Code available under https://github.com/merantix-momentum/acip

Journal ref Transactions on Machine Learning Research, November 2025

HydraInfer: Hybrid Disaggregated Scheduling for Multimodal Large Language Model Serving

Xianzhe Dong, Tongxuan Liu, Yuting Zeng, Liangyu Liu, Yang Liu, Siyu Wu, Yu Wu, Hailong Yang, Ke Zhang, Jing Li

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)

CG-TTRL: Context-Guided Test-Time Reinforcement Learning for On-Device Large Language Models

Peyman Hosseini, Ondrej Bohdal, Taha Ceritli, Ignacio Castro, Matthew Purver, Mete Ozay, Umberto Michieli

机构 * Samsung R&D Institute UK（三星研发院英国分院） ； Queen Mary University of London（伦敦大学女王学院） 纠错

专题命中 效率与部署 ：large language model(title)；language model(title)；foundation model(abstract)；分类 cs.CL、cs.LG

Comments 12 pages, 7 Figures, 4 Tables

MoSKA: Mixture of Shared KV Attention for Efficient Long-Sequence LLM Inference

Myunghyun Rhee, Sookyung Choi, Euiseok Kim, Joonseop Sim, Youngpyo Joo, Hoshik Kim

机构 * SK hynix Inc.（SK 海力士公司） 纠错

专题命中 效率与部署 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI、cs.LG

Comments 4 pages, 5 figures, accepted for publication at IEEE Computer Architecture Letters (IEEE CAL), 2025

Accelerating LLM Inference Throughput via Asynchronous KV Cache Prefetching

Yanhao Dong, Yubo Miao, Weinan Li, Xiao Zheng, Chao Wang, Jiesheng Wu, Feng Lyu

机构 * AAAI（美国人工智能协会） ； AAAI Press Staff（AAAI出版社员工） ； AAAI Publications Committee（AAAI出版委员会） 纠错

专题命中 效率与部署 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI、cs.LG

Comments 8 pages, 5 figures

ChemBOMAS: Accelerated BO in Chemistry with LLM-Enhanced Multi-Agent System

Dong Han, Zhehong Ai, Pengxiang Cai, Shanya Lu, Jianpeng Chen, Zihao Ye, Shuzhou Sun, Ben Gao, Lingli Ge, Weida Wang, Xiangxin Zhou, Xihui Liu, Mao Su, Wanli Ouyang, Lei Bai, Dongzhan Zhou, Tao Xu, Yuqiang Li, Shufei Zhang

机构 * Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； Tongji University（同济大学） ； The University of Hong Kong（香港大学） ； Fudan University（复旦大学） 纠错

专题命中 效率与部署 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.LG

Mufu: Multilingual Fused Learning for Low-Resource Translation with LLM

Zheng Wei Lim, Nitish Gupta, Honglin Yu, Trevor Cohn

专题命中 效率与部署 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

Comments 29 pages