语言大模型 / LLM

LLM-based Multi-Agent System for Simulating Strategic and Goal-Oriented Data Marketplaces

Jun Sashihara, Yukihisa Fujita, Kota Nakamura, Masahiro Kuwahara, Teruaki Hayashi

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

Comments 10 pages, 12 figures

DEFT-LLM: Disentangled Expert Feature Tuning for Micro-Expression Recognition

Ren Zhang, Huilai Li, Chao qi, Guoliang Xu, Tianyu Zhou, Wei wei, Jianqin Yin

机构 * College of Intelligent Engineering and Automation, Beijing University of Posts and Telecommunications（智能工程与自动化学院，北京邮电大学） 纠错

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

Surgical AI Copilot: Energy-Based Fourier Gradient Low-Rank Adaptation for Surgical LLM Agent Reasoning and Planning

Jiayuan Huang, Runlong He, Danyal Zaman Khan, Evangelos B. Mazomenos, Danail Stoyanov, Hani Marcus, Linzhe Jiang, Matthew J Clarkson, Mobarak I. Hoque

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

Comments 11 pages

Can LLM Agents Really Debate? A Controlled Study of Multi-Agent Debate in Logical Reasoning

Haolun Wu, Zhenkun Li, Lingyao Li

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

Comments 20 pages, 6 figures

DRAGON: Guard LLM Unlearning in Context via Negative Detection and Reasoning

Yaxuan Wang, Chris Yuhao Liu, Quan Liu, Jinglong Pang, Wei Wei, Yujia Bao, Yang Liu

机构 * University of California, Santa Cruz（加州大学圣克ruz分校） ； Center for Advanced AI, Accenture（Accenture高级人工智能中心） 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、cs.AI、cs.LG

Comments Please refer to the NeurIPS 2025 submission: https://openreview.net/forum?id=FNuul0hlin The paper has been accepted to the ICML 2025 MUGen Workshop: https://openreview.net/forum?id=ET24oKP23c

EarthGPT-X: A Spatial MLLM for Multi-level Multi-Source Remote Sensing Imagery Understanding with Visual Prompting

Wei Zhang, Miaoxin Cai, Yaqian Ning, Tong Zhang, Yin Zhuang, Shijian Lu, He Chen, Jun Li, Xuerui Mao

机构 * School of Interdisciplinary Science, Beijing Institute of Technology（交叉科学学院，北京理工大学） ； College of Computing and Data Science, Nanyang Technological University（计算与数据科学学院，南洋理工大学） ； National Key Laboratory of Science and Technology on Space-Born Intelligent Information Processing, Beijing Institute of Technology（空间智能信息处理国家重点实验室，北京理工大学） ； School of Optics and Photonics, Beijing Institute of Technology（光学与 photonics 学院，北京理工大学） ； State Key Laboratory of Explosion Science and Safety Protection, Beijing（爆炸科学与安全防护国家重点实验室，北京） 纠错

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

ALAS: Transactional and Dynamic Multi-Agent LLM Planning

Longling Geng, Edward Y. Chang

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

VidEmo: Affective-Tree Reasoning for Emotion-Centric Video Foundation Models

Zhicheng Zhang, Weicheng Wang, Yongjie Zhu, Wenyu Qin, Pengfei Wan, Di Zhang, Jufeng Yang

机构 * Nankai University（南开大学） ； Pengcheng Laboratory（鹏城实验室） ； Kuaishou Technology（快手科技） ； Nankai International Advanced Research Institute (SHENZHEN·FUTIAN)（南开国际先进研究院（深圳·福田）） 纠错

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

Comments 41 pages, 26 figures

Journal ref NeurIPS 2025

Language Models can Self-Improve at State-Value Estimation for Better Search

Ethan Mendes, Alan Ritter

机构 * Georgia Institute of Technology（佐治亚理工学院） 纠错

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

Adaptive Proof Refinement with LLM-Guided Strategy Selection

Minghai Lu, Zhe Zhou, Danning Xie, Songlin Jia, Benjamin Delaware, Tianyi Zhang

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

Comments 11 pages, 11 figures

Non-Markovian Discrete Diffusion with Causal Language Models

Yangtian Zhang, Sizhuang He, Daniel Levine, Lawrence Zhao, David Zhang, Syed A Rizvi, Shiyang Zhang, Emanuele Zappala, Rex Ying, David van Dijk

机构 * Yale University（耶鲁大学） 纠错

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

Comments 39th Conference on Neural Information Processing Systems (NeurIPS 2025)

P1GPT: a multi-agent LLM workflow module for multi-modal financial information analysis

Chen-Che Lu, Yun-Cheng Chou, Teng-Ruei Chen

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

You Don't Need Prompt Engineering Anymore: The Prompting Inversion

Imran Khan

机构 * Independent Researcher（独立研究者） 纠错

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

Comments 17 pages, 1 figure, 6 tables. Code and experimental data available at https://github.com/strongSoda/prompt-sculpting

Evolution of Cooperation in LLM-Agent Societies: A Preliminary Study Using Different Punishment Strategies

Kavindu Warnakulasuriya, Prabhash Dissanayake, Navindu De Silva, Stephen Cranefield, Bastin Tony Roy Savarimuthu, Surangika Ranathunga, Nisansa de Silva

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

Comments 20 pages, 10 figures, Accepted for presentation as a full paper at the COINE 2025 workshop at AAMAS 2025 (https://coin-workshop.github.io/coine-2025-detroit/accepted_for_presentation.html)

SmartSwitch: Advancing LLM Reasoning by Overcoming Underthinking via Promoting Deeper Thought Exploration

Xichen Zhang, Sitong Wu, Haoru Tan, Shaozuo Yu, Yinghao Zhu, Ziyi He, Jiaya Jia

机构 * The Hong Kong University of Science and Technology（香港科学与技术大学） ； The Chinese University of Hong Kong（香港中文大学） ； The University of Hong Kong（香港大学） 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.CL、cs.AI、cs.LG

Comments Code: https://github.com/dvlab-research/SmartSwitch

Adaptive Coopetition: Leveraging Coarse Verifier Signals for Resilient Multi-Agent LLM Reasoning

Rui Jerry Huang, Wendy Liu, Anastasia Miin, Lei Ding

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

Comments 13 pages, 8 figures. Accepted for presentation at the 5th Workshop on Mathematical Reasoning and AI at NeurIPS 2025

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)

T3 Planner: A Self-Correcting LLM Framework for Robotic Motion Planning with Temporal Logic

Jia Li, Guoxiang Zhao

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

When To Solve, When To Verify: Compute-Optimal Problem Solving and Generative Verification for LLM Reasoning

Nishad Singhi, Hritik Bansal, Arian Hosseini, Aditya Grover, Kai-Wei Chang, Marcus Rohrbach, Anna Rohrbach

机构 * TU Darmstadt（图恩-达姆施塔特技术大学） ； UCLA（加州大学洛杉矶分校） ； Google Deepmind（谷歌DeepMind） ； Mila（蒙特利尔人工智能研究院） 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、cs.AI、cs.LG

Comments COLM 2025

Integrating LLM and Diffusion-Based Agents for Social Simulation

Xinyi Li, Zhiqiang Guo, Qinglang Guo, Hao Jin, Weizhi Ma, Min Zhang

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

Comments 10 pages, 3 figures, 4 tables

Max It or Miss It: Benchmarking LLM On Solving Extremal Problems

Binxin Gao, Jingjun Han

机构 * University of Maryland（马里兰大学） ； Fudan University（复旦大学） 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.CL、cs.AI、cs.LG

Comments Our benchmark dataset is available at https://huggingface.co/datasets/binxingao/extrem-bench

CorrSteer: Generation-Time LLM Steering via Correlated Sparse Autoencoder Features

Seonglae Cho, Zekun Wu, Adriano Koshiyama

机构 * University College London（伦敦大学学院） 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、cs.AI、cs.LG

Comments 42 pages, 9 tables

ENIGMA: The Geometry of Reasoning and Alignment in Large-Language Models

Gareth Seneque, Lap-Hang Ho, Nafise Erfanian Saeedi, Jeffrey Molendijk, Ariel Kuperman, Tim Elson

机构 * Australian Broadcasting Corporation（澳大利亚广播公司） 纠错

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

Comments 52 pages, 10 figures, author typo corrected, abstract typo corrected

CausalVLBench: Benchmarking Visual Causal Reasoning in Large Vision-Language Models

Aneesh Komanduri, Karuna Bhaila, Xintao Wu

机构 * Department of Electrical Engineering and Computer Science University of Arkansas（电气工程与计算机科学系 奎萨克大学） 纠错

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

Comments Accepted to the 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP 2025 Main)

Forecasting the Buzz: Enriching Hashtag Popularity Prediction with LLM Reasoning

Yifei Xu, Jiaying Wu, Herun Wan, Yang Li, Zhen Hou, Min-Yen Kan

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

Comments Accepted to CIKM 2025

The Impact of Language Mixing on Bilingual LLM Reasoning

Yihao Li, Jiayi Xin, Miranda Muqing Miao, Qi Long, Lyle Ungar

机构 * University of Pennsylvania（宾夕法尼亚大学） 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.CL、cs.AI、cs.LG

Comments Accepted at EMNLP 2025 (Main Conference)

AssertGen: Enhancement of LLM-aided Assertion Generation through Cross-Layer Signal Bridging

Hongqin Lyu, Yonghao Wang, Yunlin Du, Mingyu Shi, Zhiteng Chao, Wenxing Li, Tiancheng Wang, Huawei Li

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

Comments 6 pages, 7 figures

Evil Vizier: Vulnerabilities of LLM-Integrated XR Systems

Yicheng Zhang, Zijian Huang, Sophie Chen, Erfan Shayegani, Jiasi Chen, Nael Abu-Ghazaleh

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

MMaDA: Multimodal Large Diffusion Language Models

Ling Yang, Ye Tian, Bowen Li, Xinchen Zhang, Ke Shen, Yunhai Tong, Mengdi Wang

机构 * Princeton University（普林斯顿大学） ； Peking University（北京大学） ； Tsinghua University（清华大学） ； ByteDance Seed（字节跳动种子） 纠错

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

Comments NeurIPS 2025. Project: https://github.com/Gen-Verse/MMaDA