语言大模型 / LLM

Bridging Vision Language Models and Symbolic Grounding for Video Question Answering

Haodi Ma, Vyom Pathak, Daisy Zhe Wang

机构 * Univerisy of Florida（佛罗里达大学） 纠错

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

Unearthing Gems from Stones: Policy Optimization with Negative Sample Augmentation for LLM Reasoning

Zhaohui Yang, Yuxiao Ye, Shilei Jiang, Chen Hu, Linjing Li, Shihong Deng, Daxin Jiang

机构 * Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； Beijing Institute of Technology（北京理工大学） ； StepFun, China（中国StepFun） 纠错

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

Towards Understanding Visual Grounding in Visual Language Models

Georgios Pantazopoulos, Eda B. Özyiğit

机构 * The Alan Turing Institute（艾伦·图灵研究所） ； Heriot-Watt University（赫瑞-沃德大学） 纠错

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

CAC-CoT: Connector-Aware Compact Chain-of-Thought for Efficient Reasoning Data Synthesis Across Dual-System Cognitive Tasks

Sunguk Choi, Yonghoon Kwon, Heondeuk Lee

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

Comments Accepted at EMNLP 2025 findings

Trading-R1: Financial Trading with LLM Reasoning via Reinforcement Learning

Yijia Xiao, Edward Sun, Tong Chen, Fang Wu, Di Luo, Wei Wang

专题命中 推理与问题求解 ：LLM(title)；分类 cs.CL、cs.AI、cs.LG

Comments Tauric Research: https://github.com/TauricResearch

Automated Creation and Enrichment Framework for Improved Invocation of Enterprise APIs as Tools

Prerna Agarwal, Himanshu Gupta, Soujanya Soni, Rohith Vallam, Renuka Sindhgatta, Sameep Mehta

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

MEPG:Multi-Expert Planning and Generation for Compositionally-Rich Image Generation

Yuan Zhao, Lin Liu

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

MultiMind: Enhancing Werewolf Agents with Multimodal Reasoning and Theory of Mind

Zheng Zhang, Nuoqian Xiao, Qi Chai, Deheng Ye, Hao Wang

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）） ； Tencent（腾讯） 纠错

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

Comments Accepted by ACMMM 2025

Navigating the Labyrinth: Evaluating LLMs' Ability to Reason About Search Problems

Nasim Borazjanizadeh, Roei Herzig, Trevor Darrell, Rogerio Feris, Leonid Karlinsky

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

MAC-Tuning: LLM Multi-Compositional Problem Reasoning with Enhanced Knowledge Boundary Awareness

Junsheng Huang, Zhitao He, Yucheng Huang, Sandeep Polisetty, Qingyun Wang, Yi. R Fung

机构 * Hong Kong University of Science and Technology（香港科技大学） ； University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； UMass Amherst（马萨诸塞大学阿姆赫斯特分校） ； William & Mary（威廉与玛丽学院） 纠错

专题命中 推理与问题求解 ：LLM(title)；分类 cs.CL、cs.AI

Comments We release our code and resource at https://github.com/no-touch-fish/Multi-QA-Tuning. The paper is accepted into EMNLP 2025 main

STASE: A spatialized text-to-audio synthesis engine for music generation

Tutti Chi, Letian Gao, Yixiao Zhang

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

Comments Accepted to LLM4Music @ ISMIR 2025

Igniting VLMs toward the Embodied Space

Andy Zhai, Brae Liu, Bruno Fang, Chalse Cai, Ellie Ma, Ethan Yin, Hao Wang, Hugo Zhou, James Wang, Lights Shi, Lucy Liang, Make Wang, Qian Wang, Roy Gan, Ryan Yu, Shalfun Li, Starrick Liu, Sylas Chen, Vincent Chen, Zach Xu

机构 * X SQUARE ROBOT 纠错

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

A learning-driven automatic planning framework for proton PBS treatments of H&N cancers

Qingqing Wang, Liqiang Xiao, Chang Chang

机构 * Department of Radiation Medicine and Applied Sciences, University of California at San Diego（放射医学与应用科学系，加州大学圣地亚哥分校） ； Amazon Inc.（亚马逊公司） ； California Protons Cancer Therapy Center（加利福尼亚质子癌症治疗中心） 纠错

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

Comments 27 pages, 4 figures

Formal Reasoning for Intelligent QA Systems: A Case Study in the Educational Domain

Tuan Bui, An Nguyen, Phat Thai, Minh Hua, Ngan Pham L. N., Ngan Pham T. B., Dung Le, Long Nguyen, Thanh-Tung Tran, Thang Bui, Tho Quan

机构 * Ho Chi Minh City University of Technology (HCMUT) - VNU-HCM（胡志明市技术大学（HCMUT）- VNU-HCM） ； International University - VNU-HCM（国际大学 - VNU-HCM） 纠错

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

Comments Published at the 2nd ACM Workshop in AI-powered Question & Answering Systems (AIQAM '25), co-located with ACM Multimedia 2025

Journal ref Proceedings of the 2nd ACM Workshop in AI-powered Question and Answering Systems (AIQAM '25), October 27-28, 2025, Dublin, Ireland

RISE: Enhancing VLM Image Annotation with Self-Supervised Reasoning

Suhang Hu, Wei Hu, Yuhang Su, Fan Zhang

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

Free-MAD: Consensus-Free Multi-Agent Debate

Yu Cui, Hang Fu, Haibin Zhang, Licheng Wang, Cong Zuo

机构 * Beijing Institute of Technology（北京理工大学） ； Yangtze Delta Region Institute of Tsinghua University（清华大学 Yangtze Delta 区研究院） 纠错

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

TORSO: Template-Oriented Reasoning Towards General Tasks

Minhyuk Kim, Seungyoon Lee, Heuiseok Lim

机构 * Korea University, Republic of Korea（韩国大学） 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 Accepted to EMNLP 2025 Main Conference

ConvSearch-R1: Enhancing Query Reformulation for Conversational Search with Reasoning via Reinforcement Learning

Changtai Zhu, Siyin Wang, Ruijun Feng, Kai Song, Xipeng Qiu

机构 * Fudan University（复旦大学） ； ByteDance Inc（字节跳动公司） ； University of New South Wales（新南威尔士大学） 纠错

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

Comments Accepted by EMNLP 2025 at the Main Conference

IOLBENCH: Benchmarking LLMs on Linguistic Reasoning

Satyam Goyal, Soham Dan

机构 * University of Michigan（密歇根大学） ； Microsoft（微软公司） 纠错

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

FineQuest: Adaptive Knowledge-Assisted Sports Video Understanding via Agent-of-Thoughts Reasoning

Haodong Chen, Haojian Huang, XinXiang Yin, Dian Shao

机构 * School of Automation, Northwestern Polytechnical University（自动化学院，西北工业大学） ； The University of Hong Kong（香港大学） ； School of Software, Northwestern Polytechnical University（软件学院，西北工业大学） ； Unmanned System Research Institute, Northwestern Polytechnical University（无人系统研究院，西北工业大学） 纠错

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

Comments ACM MM 2025

Making Judicial Reasoning Visible: Structured Annotation of Holding, Evidentiary Considerations, and Subsumption in Criminal Judgments

Yu-Cheng Chih, Yong-Hao Hou

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

Comments 12 pages, 3 figures, preprint version

RoboBrain 2.0 Technical Report

BAAI RoboBrain Team, Mingyu Cao, Huajie Tan, Yuheng Ji, Xiansheng Chen, Minglan Lin, Zhiyu Li, Zhou Cao, Pengwei Wang, Enshen Zhou, Yi Han, Yingbo Tang, Xiangqi Xu, Wei Guo, Yaoxu Lyu, Yijie Xu, Jiayu Shi, Mengfei Du, Cheng Chi, Mengdi Zhao, Xiaoshuai Hao, Junkai Zhao, Xiaojie Zhang, Shanyu Rong, Huaihai Lyu, Zhengliang Cai, Yankai Fu, Ning Chen, Bolun Zhang, Lingfeng Zhang, Shuyi Zhang, Dong Liu, Xi Feng, Songjing Wang, Xiaodan Liu, Yance Jiao, Mengsi Lyu, Zhuo Chen, Chenrui He, Yulong Ao, Xue Sun, Zheqi He, Jingshu Zheng, Xi Yang, Donghai Shi, Kunchang Xie, Bochao Zhang, Shaokai Nie, Chunlei Men, Yonghua Lin, Zhongyuan Wang, Tiejun Huang, Shanghang Zhang

机构 * BAAI RoboBrain Team（百度人工智能研究院RoboBrain团队） 纠错

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

DreamNav: A Trajectory-Based Imaginative Framework for Zero-Shot Vision-and-Language Navigation

Yunheng Wang, Yuetong Fang, Taowen Wang, Yixiao Feng, Yawen Tan, Shuning Zhang, Peiran Liu, Yiding Ji, Renjing Xu

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）） ； Zhejiang Normal University（浙江师范大学） 纠错

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

Maestro: Self-Improving Text-to-Image Generation via Agent Orchestration

Xingchen Wan, Han Zhou, Ruoxi Sun, Hootan Nakhost, Ke Jiang, Rajarishi Sinha, Sercan Ö. Arık

机构 * Google（谷歌） 纠错

专题命中 推理与问题求解 ：LLM(abstract)；分类 cs.AI

Comments 15 pages, 7 figures, 2 tables (22 pages, 9 figures and 3 tables including references and appendices)

K2-Think: A Parameter-Efficient Reasoning System

Zhoujun Cheng, Richard Fan, Shibo Hao, Taylor W. Killian, Haonan Li, Suqi Sun, Hector Ren, Alexander Moreno, Daqian Zhang, Tianjun Zhong, Yuxin Xiong, Yuanzhe Hu, Yutao Xie, Xudong Han, Yuqi Wang, Varad Pimpalkhute, Yonghao Zhuang, Aaryamonvikram Singh, Xuezhi Liang, Anze Xie, Jianshu She, Desai Fan, Chengqian Gao, Liqun Ma, Mikhail Yurochkin, John Maggs, Xuezhe Ma, Guowei He, Zhiting Hu, Zhengzhong Liu, Eric P. Xing

机构 * Institute of Foundation Models, Mohamed bin Zayed University of Artificial Intelligence（基础模型研究所，穆罕默德·本·扎耶德人工智能大学） 纠错

专题命中 推理与问题求解 ：post-training(abstract)；分类 cs.LG

Comments To access the K2-Think reasoning system, please visit www.k2think.ai

LightEMMA: Lightweight End-to-End Multimodal Model for Autonomous Driving

Zhijie Qiao, Haowei Li, Zhong Cao, Henry X. Liu

机构 * Department of Civil and Environmental Engineering, University of Michigan（土木与环境工程系，密歇根大学） ； University of Michigan Transportation Research Institute（密歇根大学交通研究所） 纠错

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

Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis

Zhizheng Wang, Yifan Yang, Qiao Jin, Zhiyong Lu

专题命中 推理与问题求解 ：LLM(abstract)；分类 cs.AI

Comments 14 pages, 4 figures, 6 tables, 40 references

Nav-R1: Reasoning and Navigation in Embodied Scenes

Qingxiang Liu, Ting Huang, Zeyu Zhang, Hao Tang

机构 * Shanghai University of Engineering Science（上海工程技术大学） ； Peking University（北京大学） 纠错

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

ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast \& Slow Reasoning for Robust Agent Defense

Shiyu Xiang, Tong Zhang, Ronghao Chen

专题命中 推理与问题求解 ：LLM(abstract)

Comments EMNLP 2025 findings, 20 pages, 2 figures

LATTE: Learning to Think with Vision Specialists

Zixian Ma, Jianguo Zhang, Zhiwei Liu, Jieyu Zhang, Juntao Tan, Manli Shu, Juan Carlos Niebles, Shelby Heinecke, Huan Wang, Caiming Xiong, Ranjay Krishna, Silvio Savarese

机构 * University of Washington（华盛顿大学） ； Salesforce Research（Salesforce研究） 纠错

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

Journal ref EMNLP 2025