语言大模型 / LLM

CCQA: Generating Question from Solution Can Improve Inference-Time Reasoning in SLMs

Jin Young Kim, Ji Won Yoon

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

Comments Published as a main conference paper at EMNLP 2025

Towards General Computer Control with Hierarchical Agents and Multi-Level Action Spaces

Zihan Dong, Xinyu Fan, Zixiang Tang, Yunqing Li

机构 * The University of Tokyo（东京大学） ； Lenovo US（联想美国） ； Advanced AI Technology Center（高级人工智能技术中心） 纠错

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

Extractive Fact Decomposition for Interpretable Natural Language Inference in one Forward Pass

Nicholas Popovič, Michael Färber

机构 * TU Dresden（德累斯顿技术大学） 纠错

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

Comments EMNLP 2025

FlexSED: Towards Open-Vocabulary Sound Event Detection

Jiarui Hai, Helin Wang, Weizhe Guo, Mounya Elhilali

机构 * Department of Electrical and Computer Engineering（电气与计算机工程系） ； Johns Hopkins University（约翰霍普金斯大学） 纠错

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

Automatic coherence-driven inference on arguments

Steve Huntsman

机构 * Steve Huntsman（独立研究者） 纠错

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

Comments Workshop on Data Mining and AI for Law (https://dmail-workshop.github.io/DMAIL2025/)

MiniCPM-V 4.5: Cooking Efficient MLLMs via Architecture, Data, and Training Recipe

Tianyu Yu, Zefan Wang, Chongyi Wang, Fuwei Huang, Wenshuo Ma, Zhihui He, Tianchi Cai, Weize Chen, Yuxiang Huang, Yuanqian Zhao, Bokai Xu, Junbo Cui, Yingjing Xu, Liqing Ruan, Luoyuan Zhang, Hanyu Liu, Jingkun Tang, Hongyuan Liu, Qining Guo, Wenhao Hu, Bingxiang He, Jie Zhou, Jie Cai, Ji Qi, Zonghao Guo, Chi Chen, Guoyang Zeng, Yuxuan Li, Ganqu Cui, Ning Ding, Xu Han, Yuan Yao, Zhiyuan Liu, Maosong Sun

机构 * MiniCPM-V Team, OpenBMB（MiniCPM-V团队，OpenBMB） 纠错

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

Comments Project Website: https://github.com/OpenBMB/MiniCPM-V

Knowledge Transfer from Interaction Learning

Yilin Gao, Kangyi Chen, Zhongxing Peng, Hengjie Lu, Shugong Xu

机构 * Shanghai University（上海大学） ； Xi’an Jiaotong-Liverpool University（西安交通大学利物浦大学） 纠错

专题命中 效率与部署 ：language model(abstract)；foundation model(abstract)

Comments Accepted by ICCV2025

RoSe: Robust Self-supervised Stereo Matching under Adverse Weather Conditions

Yun Wang, Junjie Hu, Junhui Hou, Chenghao Zhang, Renwei Yang, Dapeng Oliver Wu

机构 * Department of Computer Science, City University of Hong Kong（城市大学计算机科学系） ； Chinese University of Hong Kong, Shenzhen（香港中文大学（深圳）） ； Institute of Automation, Chinese Academy of Sciences (CASIA)（中国科学院自动化研究所（CASIA）） 纠错

专题命中 效率与部署 ：foundation model(abstract)；分类 cs.AI

Journal ref IEEE Transactions on Circuits and Systems for Video Technology 2025

The AGNTCY Agent Directory Service: Architecture and Implementation

Luca Muscariello, Vijoy Pandey, Ramiz Polic

机构 * Cisco Systems（思科系统） 纠错

专题命中 效率与部署 ：LLM(abstract)；分类 cs.AI

Teaching Audio Models to Reason: A Unified Framework for Source- and Layer-wise Distillation

Runyan Yang, Yuke Si, Yingying Gao, Junlan Feng, Chao Deng, Shilei Zhang

机构 * Jiutian Artificial Intelligence Research Institute, China Mobile, Beijing, China（九天人工智能研究院，中国移动，北京） ； The State Key Laboratory of Multimedia Information Processing, Peking University, Beijing, China（多媒体信息处理国家重点实验室，北京大学，北京） 纠错

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

Comments 5 pages; submitted to ICASSP 2026

Breaking Token Into Concepts: Exploring Extreme Compression in Token Representation Via Compositional Shared Semantics

Kavin R, Pawan Goyal

机构 * Indian Institute of Technology Kharagpur（印度理工学院Khargapur） 纠错

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

Comments 5 pages, 1 figure Accepted at EMNLP 2025 Findings (Short)

Journal ref EMNLP 2025 Findings (Short)

Prompt-DAS: Annotation-Efficient Prompt Learning for Domain Adaptive Semantic Segmentation of Electron Microscopy Images

Jiabao Chen, Shan Xiong, Jialin Peng

机构 * College of Computer Science and Technology, Huaqiao University, China（计算机科学与技术学院，华侨大学） 纠错

专题命中 效率与部署 ：foundation model(abstract)

Comments MICCAI2025

SINGER: An Onboard Generalist Vision-Language Navigation Policy for Drones

Maximilian Adang, JunEn Low, Ola Shorinwa, Mac Schwager

机构 * Department of Aeronautics and Astronautics, Stanford University（航空与航天系，斯坦福大学） ； Department of Mechanical Engineering, Stanford University（机械工程系，斯坦福大学） 纠错

专题命中 效率与部署 ：language model(abstract)

Virtual Cells: From Conceptual Frameworks to Biomedical Applications

Saurabh Bhardwaj, Gaurav Kumar, Haochen Yang, Shaurya Bhardwaj, Qun Wang, Minjie Shen, Yizhi Wang, Cristabelle Madona De Souza

专题命中 效率与部署 ：foundation model(abstract)

Comments 54 Pages, 7 Figures

Multimodal Health Risk Prediction System for Chronic Diseases via Vision-Language Fusion and Large Language Models

Dingxin Lu, Shurui Wu, Xinyi Huang

专题命中 领域大模型 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI、cs.LG

Context-Aware Hierarchical Taxonomy Generation for Scientific Papers via LLM-Guided Multi-Aspect Clustering

Kun Zhu, Lizi Liao, Yuxuan Gu, Lei Huang, Xiaocheng Feng, Bing Qin

专题命中 领域大模型 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；prompting(abstract)

Comments Accepted to EMNLP 2025 Main

HarmoniFuse: A Component-Selective and Prompt-Adaptive Framework for Multi-Task Speech Language Modeling

Yuke Si, Runyan Yang, Yingying Gao, Junlan Feng, Chao Deng, Shilei Zhang

机构 * Jiutian Artificial Intelligence Research Institute, China Mobile, Beijing, China（九天人工智能研究院，中国移动，北京） ； The State Key Laboratory of Multimedia Information Processing, Peking University, Beijing, China（多媒体信息处理国家重点实验室，北京大学，北京） 纠错

专题命中 领域大模型 ：language model(title,abstract)；large language model(abstract)；分类 cs.CL

Comments 5 pages; submitted to ICASSP 2026

Qianfan-VL: Domain-Enhanced Universal Vision-Language Models

Daxiang Dong, Mingming Zheng, Dong Xu, Bairong Zhuang, Wenyu Zhang, Chunhua Luo, Haoran Wang, Zijian Zhao, Jie Li, Yuxuan Li, Hanjun Zhong, Mengyue Liu, Jieting Chen, Shupeng Li, Lun Tian, Yaping Feng, Xin Li, Donggang Jiang, Yong Chen, Yehua Xu, Duohao Qin, Chen Feng, Dan Wang, Henghua Zhang, Jingjing Ha, Jinhui He, Yanfeng Zhai, Chengxin Zheng, Jiayi Mao, Jiacheng Chen, Ruchang Yao, Ziye Yuan, Jianmin Wu, Guangjun Xie, Dou Shen

机构 * Qianfan Team, Baidu AI Cloud（百度AI云团队） 纠错

专题命中 领域大模型 ：language model(title,abstract)；large language model(abstract)；分类 cs.AI

Comments 12 pages

Algorithms for Adversarially Robust Deep Learning

Alexander Robey

专题命中 领域大模型 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI、cs.LG

Comments PhD thesis

CrossEarth: Geospatial Vision Foundation Model for Domain Generalizable Remote Sensing Semantic Segmentation

Ziyang Gong, Zhixiang Wei, Di Wang, Xiaoxing Hu, Xianzheng Ma, Hongruixuan Chen, Yuru Jia, Yupeng Deng, Zhenming Ji, Xiangwei Zhu, Xue Yang, Naoto Yokoya, Jing Zhang, Bo Du, Junchi Yan, Liangpei Zhang

机构 * School of Computer Science, Shanghai Jiao Tong University（上海交通大学计算机科学学院） ； Key Laboratory of Cryospheric Science and Frozen Soil Engineering, Northwest Institute of Eco-Environment and Resources, Chinese Academy of Sciences（中国科学院寒区旱区环境与工程研究所冻土科学与冻土工程重点实验室） ； School of Automation and Intelligent Sensing, Shanghai Jiao Tong University（上海交通大学自动化与智能感知学院） ； School of Artificial Intelligence, Shanghai Jiao Tong University（上海交通大学人工智能学院） ； School of Electronics and Communication Engineering, Sun Yat-sen University（中山大学电子与通信工程学院） ； School of Computer Science, Wuhan University（武汉大学计算机科学学院） ； Zhongguancun Academy（中关村学院） ； State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University（武汉大学测绘遥感信息工程国家重点实验室） ； School of Engineering Science, University of Science and Technology of China（中国科学技术大学工程科学学院） ； School of Information and Electronics, Beijing Institute of Technology（北京理工大学信息与电子学院） 纠错

专题命中 领域大模型 ：foundation model(title,abstract)

Comments The codes and models will be available at https://github.com/Cuzyoung/CrossEarth

From "What to Eat?" to Perfect Recipe: ChefMind's Chain-of-Exploration for Ambiguous User Intent in Recipe Recommendation

Yu Fu, Linyue Cai, Ruoyu Wu, Yong Zhao

机构 * Sichuan University Department of Computer Science Shuangliu District, Chengdu City, Sichuan Province, China（四川大学计算机学院双流区，成都市，四川省，中国） 纠错

专题命中 领域大模型 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Comments 5 pages, 3 figures, submitted to icassp 2026

OpenLens AI: Fully Autonomous Research Agent for Health Infomatics

Yuxiao Cheng, Jinli Suo

机构 * Department of Automation, Tsinghua University（自动化系，清华大学） ； Institute for Brain and Cognitive Science, Tsinghua University（脑与认知科学研究院，清华大学） 纠错

专题命中 领域大模型 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

A Multi-Agent Framework with Automated Decision Rule Optimization for Cross-Domain Misinformation Detection

Hui Li, Ante Wang, kunquan li, Zhihao Wang, Liang Zhang, Delai Qiu, Qingsong Liu, Jinsong Su

机构 * School of Informatics, Xiamen University, China（厦门大学信息学院） ； Unisound Al Technology, China（Unisound Al Technology） ； Shanghai Artificial Intelligence Laboratory, China（上海人工智能实验室） 纠错

专题命中 领域大模型 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Coherence-driven inference for cybersecurity

Steve Huntsman

专题命中 领域大模型 ：large language model(abstract,comments)；language model(abstract,comments)；分类 cs.AI

Comments LLM4Sec - Workshop on the use of Large Language Models for Cybersecurity (https://llm4sec-workshop.github.io/)

Are Smaller Open-Weight LLMs Closing the Gap to Proprietary Models for Biomedical Question Answering?

Damian Stachura, Joanna Konieczna, Artur Nowak

机构 * Evidence Prime 纠错

专题命中 领域大模型 ：large language model(abstract)；language model(abstract)；分类 cs.CL、cs.LG

Comments CLEF 2025 Working Notes, 9-12 September 2025, Madrid, Spain

Dynamic Prompt Fusion for Multi-Task and Cross-Domain Adaptation in LLMs

Xin Hu, Yue Kang, Guanzi Yao, Tianze Kang, Mengjie Wang, Heyao Liu

专题命中 领域大模型 ：large language model(abstract)；language model(abstract)；分类 cs.CL、cs.LG

An Artificial Intelligence Value at Risk Approach: Metrics and Models

Luis Enriquez Alvarez

专题命中 领域大模型 ：large language model(abstract)；language model(abstract)；分类 cs.AI

LEKIA: Expert-Aligned AI Behavior Design for High-Risk Human-AI Interactions

Boning Zhao, Yutong Hu, Xinnuo Li

专题命中 领域大模型 ：large language model(abstract)；language model(abstract)

Extracting Conceptual Spaces from LLMs Using Prototype Embeddings

Nitesh Kumar, Usashi Chatterjee, Steven Schockaert

机构 * Cardiff NLP, School of Computer Science and Informatics（卡迪夫自然语言处理，计算机科学与信息学学院） 纠错

专题命中 领域大模型 ：LLM(abstract)；分类 cs.CL

Multimodal Medical Image Classification via Synergistic Learning Pre-training

Qinghua Lin, Guang-Hai Liu, Zuoyong Li, Yang Li, Yuting Jiang, Xiang Wu

机构 * College of Biomedical Engineering, Fudan University（复旦大学生物医学工程学院） ； College of Computer Science and Engineering, Guangxi Normal University（广西师范大学计算机科学与工程学院） ； Fujian Provincial Key Laboratory of Information Processing and Intelligent Control, School of Computer and Big Data, Minjiang University（福建省信息处理与智能控制重点实验室，闽江学院计算机与大数据学院） ； Department of Automation Science and Electrical Engineering, Beihang University（北京航空航天大学自动化科学与电气工程学院） ； Department of Digestive Endoscopy, Fuzhou University Affiliated Provincial Hospital, Provincial Clinical Medical College of Fujian Medical University（福州市大学附属省医院消化内镜科，福建医科大学省临床医学学院） ； Department of Urology, Fuzhou University Affiliated Provincial Hospital, Provincial Clinical Medical College of Fujian Medical University（福州市大学附属省医院泌尿科，福建医科大学省临床医学学院） 纠错

专题命中 领域大模型 ：pretraining(abstract)；分类 cs.AI