语言大模型 / LLM

Xiangqi-R1: Enhancing Spatial Strategic Reasoning in LLMs for Chinese Chess via Reinforcement Learning

Yuhao Chen, Shuochen Liu, Yuanjie Lyu, Chao Zhang, Jiayao Shi, Tong Xu

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

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；分类 cs.AI

Comments 10 pages, 7 figures

Effective Learning for Small Reasoning Models: An Empirical Study on 0.5B Reasoning LLMs

Xialie Zhuang, Peixian Ma, Zhikai Jia, Zane Cao, Shiwei Liu

机构 * University of Chinese Academy of Sciences（中国科学院大学） ； The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）） ； SCITIX (SGP) TECH PTE. LTD.（SCITIX（SGP）技术有限公司） ； Max Planck Institute for Intelligent Systems（智能系统马克斯·普朗克研究所） ； ELLIS Institute Tübingen（图宾根ELLIS研究所） ； Tübingen AI Center（图宾根人工智能中心） 纠错

专题命中 推理与问题求解 ：language model(abstract)；SFT(abstract)；分类 cs.AI

Comments Under Review

Text-Driven Reasoning Video Editing via Reinforcement Learning on Digital Twin Representations

Yiqing Shen, Chenjia Li, Mathias Unberath

机构 * Department of Computer Science, Johns Hopkins University（计算机科学系，约翰霍普金斯大学） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)

Talk, Snap, Complain: Validation-Aware Multimodal Expert Framework for Fine-Grained Customer Grievances

Rishu Kumar Singh, Navneet Shreya, Sarmistha Das, Apoorva Singh, Sriparna Saha

专题命中 推理与问题求解 ：prompting(abstract)；分类 cs.CL

Comments To be published in the Proceedings of the 40th Annual AAAI Conference on Artificial Intelligence (AAAI 2026 Special Track on AI for Social Impact )

Agentic Video Intelligence: A Flexible Framework for Advanced Video Exploration and Understanding

Hong Gao, Yiming Bao, Xuezhen Tu, Yutong Xu, Yue Jin, Yiyang Mu, Bin Zhong, Linan Yue, Min-Ling Zhang

机构 * SouthEast University（东南大学） ； ZTE Corporation（中兴通讯） 纠错

专题命中 推理与问题求解 ：language model(abstract)；分类 cs.AI

LENS: Learning to Segment Anything with Unified Reinforced Reasoning

Lianghui Zhu, Bin Ouyang, Yuxuan Zhang, Tianheng Cheng, Rui Hu, Haocheng Shen, Longjin Ran, Xiaoxin Chen, Li Yu, Wenyu Liu, Xinggang Wang

机构 * vivo Mobile Communication Co., Ltd.（vivo移动通信有限公司） 纠错

专题命中 推理与问题求解 ：language model(abstract)；分类 cs.AI

Comments Code is released at https://github.com/hustvl/LENS

PanelTR: Zero-Shot Table Reasoning Framework Through Multi-Agent Scientific Discussion

Yiran Rex Ma

机构 * School of Humanities（人文学院） ； Beijing Univeristy of Posts and Telecommunications（北京邮电大学） 纠错

专题命中 推理与问题求解 ：LLM(abstract)；分类 cs.AI

Comments Accepted at IJCNN 2025

Enhancing End-to-End Autonomous Driving with Risk Semantic Distillaion from VLM

Jack Qin, Zhitao Wang, Yinan Zheng, Keyu Chen, Yang Zhou, Yuanxin Zhong, Siyuan Cheng

机构 * Tsinghua University（清华大学） ； Laboratories, Huawei Technologies（华为技术有限公司2012实验室） 纠错

专题命中 推理与问题求解 ：language model(abstract)

Beyond Flatlands: Unlocking Spatial Intelligence by Decoupling 3D Reasoning from Numerical Regression

Zhongbin Guo, Jiahe Liu, Yushan Li, Wenyu Gao, Zhen Yang, Chenzhi Li, Xinyue Zhang, Ping Jian

机构 * School of Computer Science & Technology（计算机科学与技术学院） ； Beijing Institute of Technology（北京理工大学） 纠错

专题命中 推理与问题求解 ：language model(abstract)

Start Small, Think Big: Curriculum-based Relative Policy Optimization for Visual Grounding

Qingyang Yan, Guangyao Chen, Yixiong Zou

专题命中 推理与问题求解 ：prompting(abstract)

Comments AAAI 2026 (Oral)

LLM-as-a-Grader: Practical Insights from Large Language Model for Short-Answer and Report Evaluation

Grace Byun, Swati Rajwal, Jinho D. Choi

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

APD-Agents: A Large Language Model-Driven Multi-Agents Collaborative Framework for Automated Page Design

Xinpeng Chen, Xiaofeng Han, Kaihao Zhang, Guochao Ren, Yujie Wang, Wenhao Cao, Yang Zhou, Jianfeng Lu, Zhenbo Song

机构 * School of Computer Science and Engineering, Nanjing University of Science and Technology（南京理工大学计算机科学与工程学院） ； School of Computer Science and Technology, Harbin Institute of Technology（哈尔滨工业大学计算机科学与技术学院） ； Huatai Securities Co., Ltd.（华泰证券有限公司） 纠错

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

Rdgai: Classifying transcriptional changes using Large Language Models with a test case from an Arabic Gospel tradition

Robert Turnbull

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

Comments 8 figures

MiniGPT-Pancreas: Multimodal Large Language Model for Pancreas Cancer Classification and Detection

Andrea Moglia, Elia Clement Nastasio, Luca Mainardi, Pietro Cerveri

机构 * Department of Electronics, Information, and Bioengineering（电子、信息与生物工程系） ； Polytechnic University of Milan（米兰理工学院） ； Department of Industrial, and Information Engineering（工业与信息工程系） ； University of Pavia（帕维亚大学） 纠错

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

Journal ref Moglia, A., Nastasio, E.C., Mainardi, L. et al. MiniGPT-Pancreas: Multimodal Large Language Model for Pancreas Cancer Observation and Localization in CT Images. J Healthc Inform Res (2025)

Bridging Human and Model Perspectives: A Comparative Analysis of Political Bias Detection in News Media Using Large Language Models

Shreya Adrita Banik, Niaz Nafi Rahman, Tahsina Moiukh, Farig Sadeque

机构 * Department of Computer Science and Engineering, BRAC University（计算机科学与工程系，BRAC大学） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.LG

Large Language Models and 3D Vision for Intelligent Robotic Perception and Autonomy

Vinit Mehta, Charu Sharma, Karthick Thiyagarajan

机构 * Machine Learning Lab IIIT Hyderabad（IIIT Hyderabad 机器学习实验室） ； SensR Lab Western Sydney University（Western Sydney University SensR实验室） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)

Comments 45 pages, 15 figures, MDPI Sensors Journal

Journal ref Sensors 2025, 25(20), 6394

Error-Driven Scene Editing for 3D Grounding in Large Language Models

Yue Zhang, Zun Wang, Han Lin, Jialu Li, Jianing Yang, Yonatan Bitton, Idan Szpektor, Mohit Bansal

机构 * UNC Chapel Hill（北卡罗来纳大学教堂山分校） ； University of Michigan（密歇根大学） ； Google Research（谷歌研究） 纠错

专题命中 评测与基准 ：large language model(title)；language model(title)；LLM(abstract)；分类 cs.CL、cs.AI

Comments Code: https://github.com/zhangyuejoslin/Deer-3D

SQL-to-Text Generation with Weighted-AST Few-Shot Prompting

Sriom Chakrabarti, Chuangtao Ma, Arijit Khan, Sebastian Link

专题命中 评测与基准 ：prompting(title,abstract)；LLM(abstract)；large language model(abstract)；language model(abstract)

IPAD: Inverse Prompt for AI Detection - A Robust and Interpretable LLM-Generated Text Detector

Zheng Chen, Yushi Feng, Jisheng Dang, Yue Deng, Changyang He, Hongxi Pu, Haoxuan Li, Bo Li

机构 * Computer Science and Engineering, Hong Kong University of Science and Technology（香港科技大学计算机科学与工程学院） ； School of Computing and Data Science, The University of Hong Kong（香港大学计算机科学与数据科学学院） ； School of Information Science & Engineering, Lanzhou University（兰州大学信息科学与工程学院） ； Max Planck Institute for Security and Privacy（安全与隐私研究所） ； Computer Science, The University of Michigan（密歇根大学计算机科学系） ； Center for Data Science, Peking University（北京大学数据科学中心） 纠错

专题命中 评测与基准 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI、cs.LG

Can Machines Think Like Humans? A Behavioral Evaluation of LLM Agents in Dictator Games

Ji Ma

机构 * Gradel Institute of Charity, New College, University of Oxford（格拉德学院，牛津大学） 纠错

专题命中 评测与基准 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI、cs.LG

Enhancing Regional Airbnb Trend Forecasting Using LLM-Based Embeddings of Accessibility and Human Mobility

Hongju Lee, Youngjun Park, Jisun An, Dongman Lee

机构 * Graduate School of Data Science, KAIST（韩国科学技术院数据科学研究生院） ； School of Computing, KAIST（韩国科学技术院计算机科学学院） ； Luddy School of Informatics, Computing, and Engineering, Indiana University Bloomington（印第安纳大学布卢明顿分校信息学、计算与工程学院） 纠错

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

Comments Accepted at ASONAM 2025

Harnessing Deep LLM Participation for Robust Entity Linking

Jiajun Hou, Chenyu Zhang, Rui Meng

机构 * Guangdong Provincial/Zhuhai Key Laboratory of IRADS（广东省级/珠海IRADS关键实验室） ； Beijing Normal-Hong Kong Baptist University（北京师范大学-香港 Baptist大学） 纠错

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

LoCoBench-Agent: An Interactive Benchmark for LLM Agents in Long-Context Software Engineering

Jielin Qiu, Zuxin Liu, Zhiwei Liu, Rithesh Murthy, Jianguo Zhang, Haolin Chen, Shiyu Wang, Ming Zhu, Liangwei Yang, Juntao Tan, Roshan Ram, Akshara Prabhakar, Tulika Awalgaonkar, Zixiang Chen, Zhepeng Cen, Cheng Qian, Shelby Heinecke, Weiran Yao, Silvio Savarese, Caiming Xiong, Huan Wang

机构 * Salesforce AI Research（Salesforce AI研究院） 纠错

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

Comments 54-pages

LLM-based Agents Suffer from Hallucinations: A Survey of Taxonomy, Methods, and Directions

Xixun Lin, Yucheng Ning, Jingwen Zhang, Yan Dong, Yilong Liu, Yongxuan Wu, Xiaohua Qi, Nan Sun, Yanmin Shang, Kun Wang, Pengfei Cao, Qingyue Wang, Lixin Zou, Xu Chen, Chuan Zhou, Jia Wu, Peng Zhang, Qingsong Wen, Shirui Pan, Bin Wang, Yanan Cao, Kai Chen, Songlin Hu, Li Guo

机构 * Institute of Information Engineering, Chinese Academy of Sciences（中国科学院信息工程研究所） ； School of Cyber Security, University of Chinese Academy of Sciences（中国科学院大学网络安全学院） ； Nanyang Technological University（南洋理工大学） ； Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； Hong Kong University of Science and Technology（香港科技大学） ； School of Cyber Science and Engineering, Wuhan University（武汉大学网络安全科学与工程学院） ； Gaoling School of Artificial Intelligence, Renmin University of China（中国人民大学中关村人工智能学院） ； Academy of Mathematics and Systems Science, Chinese Academy of Sciences（中国科学院数学与系统科学研究院） ； School of Computing, Faculty of Science and Engineering, Macquarie University（麦考瑞大学计算机学院） ； Cyberspace Institute of Advanced Technology, Guangzhou University（广州大学高级技术网络研究所） ； Squirrel Ai Learning ； Xiaomi Company（小米公司） 纠错

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

Towards LLM-Based Usability Analysis for Recommender User Interfaces

Sebastian Lubos, Alexander Felfernig, Damian Garber, Viet-Man Le, Thi Ngoc Trang Tran

专题命中 评测与基准 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)

Comments The paper was presented at IntRS'25: Joint Workshop on Interfaces and Human Decision Making for Recommender Systems, September 22, 2025, Prague, Czech Republic and is published in the workshop proceedings: https://ceur-ws.org/Vol-4027/

Beyond Fixed and Dynamic Prompts: Embedded Jailbreak Templates for Advancing LLM Security

Hajun Kim, Hyunsik Na, Daeseon Choi

专题命中 评测与基准 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)

LoopTool: Closing the Data-Training Loop for Robust LLM Tool Calls

Kangning Zhang, Wenxiang Jiao, Kounianhua Du, Yuan Lu, Weiwen Liu, Weinan Zhang, Yong Yu

机构 * Shanghai Jiao Tong University（上海交通大学） ； Xiaohongshu Inc.（小红书公司） 纠错

专题命中 评测与基准 ：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments The code is accessible at https://github.com/Rednote-DeepExperience/LoopTool. The LoopTool-8B is accessible at https://huggingface.co/zhuiguang-ning/LoopTool-8B

UVLM: Benchmarking Video Language Model for Underwater World Understanding

Xizhe Xue, Yang Zhou, Dawei Yan, Lijie Tao, Junjie Li, Ying Li, Haokui Zhang, Rong Xiao

专题命中 评测与基准 ：language model(title,abstract)；large language model(abstract)

Comments 18 pages, 10 figures, 7 tables. Accepted to the Fortieth AAAI Conference on Artificial Intelligence (AAAI-26), 2026

MalRAG: A Retrieval-Augmented LLM Framework for Open-set Malicious Traffic Identification

Xiang Luo, Chang Liu, Gang Xiong, Chen Yang, Gaopeng Gou, Yaochen Ren, Zhen Li

机构 * Institute of Information Engineering, Chinese Academy of Sciences（中国科学院信息工程研究所） ； School of Cyber Security, University of Chinese Academy of Sciences（中国科学院大学网络安全学院） 纠错

专题命中 评测与基准 ：LLM(title,abstract)；分类 cs.LG

Comments 13 pages, 13 figures. Intended for submission to IEEE Transactions on Information Forensics and Security (TIFS)

Syn-STARTS: Synthesized START Triage Scenario Generation Framework for Scalable LLM Evaluation

Chiharu Hagiwara, Naoki Nonaka, Yuhta Hashimoto, Ryu Uchimido, Jun Seita

机构 * RIKEN Center for Integrative Medical Sciences（日本理化学研究所整合医学研究中心） ； RIKEN Tokyo Japan（日本理化学研究所东京日本） ； RIKEN Center for Interdisciplinary Theoretical and Mathematical Sciences（日本理化学研究所跨学科理论与数学科学中心） ； Faculty of Medicine Institute of Science Tokyo Tokyo Japan（医学系科学研究所东京东京日本） 纠错

专题命中 评测与基准 ：LLM(title,abstract)；分类 cs.AI

Comments Introducing an open dataset