语言大模型 / LLM

CLAWS:Creativity detection for LLM-generated solutions using Attention Window of Sections

Keuntae Kim, Eunhye Jeong, Sehyeon Lee, Seohee Yoon, Yong Suk Choi

机构 * Department of Computer Science（计算机科学系） ； Department of Artificial Intelligence（人工智能系） ； Department of Future Mobility（未来移动部门） 纠错

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

Comments NeurIPS 2025

LLM-Based Multi-Agent System for Simulating and Analyzing Marketing and Consumer Behavior

Man-Lin Chu, Lucian Terhorst, Kadin Reed, Tom Ni, Weiwei Chen, Rongyu Lin

机构 * School of Business（商学院） ； School of Computing and Engineering（计算与工程学院） ； Quinnipiac University（昆尼皮亚克大学） 纠错

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

Comments Accepted for publication at IEEE International Conference on e-Business Engineering ICEBE 2025, November 10-12, Buraydah, Saudi Arabia. 8 pages, 5 figures

Evaluating LLM-Based Mobile App Recommendations: An Empirical Study

Quim Motger, Xavier Franch, Vincenzo Gervasi, Jordi Marco

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

Comments Under review

InspectCoder: Dynamic Analysis-Enabled Self Repair through interactive LLM-Debugger Collaboration

Yunkun Wang, Yue Zhang, Guochang Li, Chen Zhi, Binhua Li, Fei Huang, Yongbin Li, Shuiguang Deng

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

Does Reasoning Help LLM Agents Play Dungeons and Dragons? A Prompt Engineering Experiment

Patricia Delafuente, Arya Honraopatil, Lara J. Martin

机构 * University of Maryland, Baltimore County（马里兰大学巴尔的摩县分校） 纠错

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

Comments Published at the Wordplay: When Language Meets Games Workshop (EMNLP 2025)

I-Design: Personalized LLM Interior Designer

Ata Çelen, Guo Han, Konrad Schindler, Luc Van Gool, Iro Armeni, Anton Obukhov, Xi Wang

机构 * ETH Zürich（苏黎世联邦理工学院） ； Stanford University（斯坦福大学） 纠错

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

Journal ref Computer Vision - ECCV 2024 Workshops, Lecture Notes in Computer Science (LNCS), vol. 15624, pp. 217-234, Springer, Cham, 2025

Fine-Tuned Thoughts: Leveraging Chain-of-Thought Reasoning for Industrial Asset Health Monitoring

Shuxin Lin, Dhaval Patel, Christodoulos Constantinides

机构 * IBM Research（IBM研究院） 纠错

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

Comments Accepted at EMNLP 2025

UniRL-Zero: Reinforcement Learning on Unified Models with Joint Language Model and Diffusion Model Experts

Fu-Yun Wang, Han Zhang, Michael Gharbi, Hongsheng Li, Taesung Park

机构 * Cuhk（香港中文大学） 纠错

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

MSR-Align: Policy-Grounded Multimodal Alignment for Safety-Aware Reasoning in Vision-Language Models

Yinan Xia, Yilei Jiang, Yingshui Tan, Xiaoyong Zhu, Xiangyu Yue, Bo Zheng

机构 * Future Lab, Alibaba Group（阿里巴巴集团未来实验室） 纠错

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

FlySearch: Exploring how vision-language models explore

Adam Pardyl, Dominik Matuszek, Mateusz Przebieracz, Marek Cygan, Bartosz Zieliński, Maciej Wołczyk

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

Comments NeurIPS 2025 Datasets and Benchmarks track

Local Coherence or Global Validity? Investigating RLVR Traces in Math Domains

Soumya Rani Samineni, Durgesh Kalwar, Vardaan Gangal, Siddhant Bhambri, Subbarao Kambhampati

机构 * Arizona State University（亚利桑那州立大学） 纠错

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

Comments 4 pages, 2 figures

Multi-Agent Collaboration via Evolving Orchestration

Yufan Dang, Chen Qian, Xueheng Luo, Jingru Fan, Zihao Xie, Ruijie Shi, Weize Chen, Cheng Yang, Xiaoyin Che, Ye Tian, Xuantang Xiong, Lei Han, Zhiyuan Liu, Maosong Sun

机构 * Tsinghua University（清华大学） ； Shanghai Jiao Tong University（上海交通大学） ； Beijing University of Posts and Telecommunications（北京邮电大学） ； Siemens（西门子） ； Tencent Robotics X（腾讯机器人研究院） 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.CL、cs.AI

Comments accepted at NeurIPS 2025

InternLM2.5-StepProver: Advancing Automated Theorem Proving via Critic-Guided Search

Zijian Wu, Suozhi Huang, Zhejian Zhou, Huaiyuan Ying, Zheng Yuan, Wenwei Zhang, Dahua Lin, Kai Chen

机构 * Shanghai AI Laboratory（上海人工智能实验室） ； The Chinese University of Hong Kong（香港中文大学） ； Tsinghua University（清华大学） ； University of Southern California（美国南加州大学） 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.CL、cs.AI

Are LLMs Court-Ready? Evaluating Frontier Models on Indian Legal Reasoning

Kush Juvekar, Arghya Bhattacharya, Sai Khadloya, Utkarsh Saxena

机构 * Adalat AI 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.CL、cs.AI

Stop Reducing Responsibility in LLM-Powered Multi-Agent Systems to Local Alignment

Jinwei Hu, Yi Dong, Shuang Ao, Zhuoyun Li, Boxuan Wang, Lokesh Singh, Guangliang Cheng, Sarvapali D. Ramchurn, Xiaowei Huang

专题命中 推理与问题求解 ：LLM(title,abstract)

Comments Updated manuscript of our previous version (arXiv:2502.01714). Under review

Evaluating Program Semantics Reasoning with Type Inference in System F

Yifeng He, Luning Yang, Christopher Castro Gaw Gonzalo, Hao Chen

机构 * University of California, Davis（加州大学戴维斯分校） ； University of Hong Kong（香港大学） 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.CL

Comments NeurIPS '25, package released at: https://github.com/SecurityLab-UCD/TF-Bench

EffiReasonTrans: RL-Optimized Reasoning for Code Translation

Yanlin Wang, Rongyi Ou, Yanli Wang, Mingwei Liu, Jiachi Chen, Ensheng Shi, Xilin Liu, Yuchi Ma, Zibin Zheng

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

Prompt-to-Primal Teaching

Euzeli dos Santos

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

Comments 9 pages, 5 figures

Beyond Pass@k: Breadth-Depth Metrics for Reasoning Boundaries

Marius Dragoi, Ioana Pintilie, Florin Gogianu, Florin Brad

机构 * Bitdefender（Bitdefender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、cs.AI、cs.LG

Comments 10 pages, 3 figures. v2 adds discussion of related work (G-Pass@k)

LIMOPro: Reasoning Refinement for Efficient and Effective Test-time Scaling

Yang Xiao, Jiashuo Wang, Ruifeng Yuan, Chunpu Xu, Kaishuai Xu, Wenjie Li, Pengfei Liu

机构 * The Hong Kong Polytechnic University（香港理工大学） ； Shanghai Jiao Tong University（上海交通大学） ； SII 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 Accepted at NeurIPS 2025

HiPO: Hybrid Policy Optimization for Dynamic Reasoning in LLMs

Ken Deng, Zizheng Zhan, Wen Xiang, Wenqiang Zhu, Weihao Li, Jingxuan Xu, Tianhao Peng, Xinping Lei, Kun Wu, Yifan Yao, Haoyang Huang, Huaixi Tang, Kepeng Lei, Zhiyi Lai, Songwei Yu, Zongxian Feng, Zuchen Gao, Weihao Xie, Chenchen Zhang, Yanan Wu, Yuanxing Zhang, Lecheng Huang, Yuqun Zhang, Jie Liu, Zhaoxiang Zhang, Haotian Zhang, Bin Chen, Jiaheng Liu

机构 * Kuaishou Technology（快手科技） ； Nanjing University（南京大学） 纠错

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

ReVeal: Self-Evolving Code Agents via Reliable Self-Verification

Yiyang Jin, Kunzhao Xu, Hang Li, Xueting Han, Yanmin Zhou, Cheng Li, Jing Bai

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

Counterfactual reasoning: an analysis of in-context emergence

Moritz Miller, Bernhard Schölkopf, Siyuan Guo

机构 * Max Planck Institute for Intelligent Systems（马克斯·普朗克智能系统研究所） ； ETH Zurich（苏黎世联邦理工学院） ； University of Cambridge（剑桥大学） 纠错

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

Comments Published as a conference paper at the Thirty-Ninth Annual Conference on Neural Information Processing Systems (NeurIPS) 2025

The Challenge of Achieving Attributability in Multilingual Table-to-Text Generation with Question-Answer Blueprints

Aden Haussmann

机构 * The University of Edinburgh（爱丁堡大学） 纠错

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

MATRIX: Multimodal Agent Tuning for Robust Tool-Use Reasoning

Tajamul Ashraf, Umair Nawaz, Abdelrahman M. Shaker, Rao Anwer, Philip Torr, Fahad Shahbaz Khan, Salman Khan

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

Comments We have come across a recent approach that has not been properly attributed at the time of submission and compared in a fair setting. Therefore, we would like to withdraw the paper to address these concerns

EvoSyn: Generalizable Evolutionary Data Synthesis for Verifiable Learning

He Du, Bowen Li, Aijun Yang, Siyang He, Qipeng Guo, Dacheng Tao

机构 * Fudan University（复旦大学） ； Shanghai AI Laboratory（上海人工智能实验室） ； Nanyang Technological University（南洋理工大学） 纠错

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

Hardness of Learning Regular Languages in the Next Symbol Prediction Setting

Satwik Bhattamishra, Phil Blunsom, Varun Kanade

机构 * University of Oxford（牛津大学） ； Cohere 纠错

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

Comments 7 pages

Med-VRAgent: A Framework for Medical Visual Reasoning-Enhanced Agents

Guangfu Guo, Xiaoqian Lu, Yue Feng

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

Annotating the Chain-of-Thought: A Behavior-Labeled Dataset for AI Safety

Antonio-Gabriel Chacón Menke, Phan Xuan Tan, Eiji Kamioka

专题命中 推理与问题求解 ：LLM(abstract)；分类 cs.AI

TACO: Enhancing Multimodal In-context Learning via Task Mapping-Guided Sequence Configuration

Yanshu Li, Jianjiang Yang, Tian Yun, Pinyuan Feng, Jinfa Huang, Ruixiang Tang

机构 * Brown University（布朗大学） ； University of Bristol（布里斯托大学） ； Columbia University（哥伦比亚大学） ； University of Rochester（罗切斯特大学） ； Rutgers University（罗格斯大学） 纠错

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

Comments EMNLP2025 Main, 28 pages, 11 figures, 19 tables