语言大模型 / LLM

LLM-Explorer: A Plug-in Reinforcement Learning Policy Exploration Enhancement Driven by Large Language Models

Qianyue Hao, Yiwen Song, Qingmin Liao, Jian Yuan, Yong Li

机构 * Department of Electronic Engineering, BNRist, Tsinghua University（电子工程系、北京理工大学、清华大学） 纠错

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

Illusions of reflection: open-ended task reveals systematic failures in Large Language Models' reflective reasoning

Sion Weatherhead, Flora Salim, Aaron Belbasis

机构 * University of New South Wales Sydney（新南威尔士大学悉尼分校） ； Aurecon Group（Aurecon集团） 纠错

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

Comments Currently under review

Large Language Model enabled Mathematical Modeling

Guoyun Zhang

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

TRUST: A Decentralized Framework for Auditing Large Language Model Reasoning

Morris Yu-Chao Huang, Zhen Tan, Mohan Zhang, Pingzhi Li, Zhuo Zhang, Tianlong Chen

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

Stuck in the Matrix: Probing Spatial Reasoning in Large Language Models

Maggie Bai, Ava Kim Cohen, Eleanor Koss, Charlie Lichtenbaum

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

Comments 20 pages, 24 figures

Using Large Language Models for Abstraction of Planning Domains - Extended Version

Bita Banihashemi, Megh Patel, Yves Lespérance

机构 * York University（约克大学） 纠错

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

Debate or Vote: Which Yields Better Decisions in Multi-Agent Large Language Models?

Hyeong Kyu Choi, Xiaojin Zhu, Sharon Li

机构 * Department of Computer Sciences, University of Wisconsin-Madison（计算机科学系，威斯康星大学麦迪逊分校） 纠错

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

Comments NeurIPS 2025 Spotlight

MIR-Bench: Can Your LLM Recognize Complicated Patterns via Many-Shot In-Context Reasoning?

Kai Yan, Zhan Ling, Kang Liu, Yifan Yang, Ting-Han Fan, Lingfeng Shen, Zhengyin Du, Jiecao Chen

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 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、cs.LG

Comments 39 pages, 11 figures. The paper is accepted at NeurIPS 2025 Datasets & Benchmarks Track, and the latest version adds modifications in camera-ready

LLM-Augmented Symbolic NLU System for More Reliable Continuous Causal Statement Interpretation

Xin Lian, Kenneth D. Forbus

机构 * Department of Computer Science, McCormick School of Engineering ； Applied Science, \ University, Evanston, IL 60208 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 18 pages, 2 figures

Journal ref Proceedings of the Twelfth Annual Conference on Advances in Cognitive Systems, Poster Collection (2025) 66-83

RL Tango: Reinforcing Generator and Verifier Together for Language Reasoning

Kaiwen Zha, Zhengqi Gao, Maohao Shen, Zhang-Wei Hong, Duane S. Boning, Dina Katabi

机构 * MIT（麻省理工学院） ； MIT-IBM Watson AI Lab（麻省理工-IBM沃森人工智能实验室） 纠错

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

Comments NeurIPS 2025. The first two authors contributed equally

Count Counts: Motivating Exploration in LLM Reasoning with Count-based Intrinsic Rewards

Xuan Zhang, Ruixiao Li, Zhijian Zhou, Long Li, Yulei Qin, Ke Li, Xing Sun, Xiaoyu Tan, Chao Qu, Yuan Qi

机构 * Fudan University（复旦大学） ； Shanghai Innovation Institute（上海创新研究院） ； Tencent Youtu Lab（腾讯优图实验室） 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

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)

Can They Dixit? Yes they Can! Dixit as a Playground for Multimodal Language Model Capabilities

Nishant Balepur, Dang Nguyen, Dayeon Ki

机构 * University of Maryland（马里兰大学） 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

Comments Accepted as a Spotlight paper at the EMNLP 2025 Wordplay Workshop

From Large to Small: Transferring CUDA Optimization Expertise via Reasoning Graph

Junfeng Gong, Zhiyi Wei, Junying Chen, Cheng Liu, Huawei Li

机构 * Institute of Computing Technology, Chinese Academy of Sciences（中国科学院计算技术研究所） ； University of Chinese Academy of Sciences（中国科学院大学） ； South China University of Technology（华南理工大学） 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)

SeG-SR: Integrating Semantic Knowledge into Remote Sensing Image Super-Resolution via Vision-Language Model

Bowen Chen, Keyan Chen, Mohan Yang, Zhengxia Zou, Zhenwei Shi

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

Merge and Conquer: Evolutionarily Optimizing AI for 2048

Maggie Bai, Ava Kim Cohen, Eleanor Koss, Charlie Lichtenbaum

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

Comments 9 pages, 5 figures

VT-FSL: Bridging Vision and Text with LLMs for Few-Shot Learning

Wenhao Li, Qiangchang Wang, Xianjing Meng, Zhibin Wu, Yilong Yin

机构 * School of Software, Shandong University（山东大学软件学院） ； Shenzhen Loop Area Institute（深圳河套学院） ； School of Computing and Artificial Intelligence, Shandong University of Finance and Economics（山东财经大学计算机与人工智能学院） 纠错

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

Comments Accepted by NeurIPS 2025

Sherlock: Self-Correcting Reasoning in Vision-Language Models

Yi Ding, Ruqi Zhang

机构 * Department of Computer Science, Purdue University, USA（计算机科学系，普渡大学） 纠错

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

Comments Published at NeurIPS 2025, 27 pages

Generative Reasoning Recommendation via LLMs

Minjie Hong, Zetong Zhou, Zirun Guo, Ziang Zhang, Ruofan Hu, Weinan Gan, Jieming Zhu, Zhou Zhao

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

Diagnosing Visual Reasoning: Challenges, Insights, and a Path Forward

Jing Bi, Guangyu Sun, Ali Vosoughi, Chen Chen, Chenliang Xu

机构 * University of Rochester（罗切斯特大学） ； University of Central Florida（中央佛罗里达大学） 纠错

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

Comments 5 pages

EmbodiedBrain: Expanding Performance Boundaries of Task Planning for Embodied Intelligence

Ding Zou, Feifan Wang, Mengyu Ge, Siyuan Fan, Zongbing Zhang, Wei Chen, Lingfeng Wang, Zhongyou Hu, Wenrui Yan, Zhengwei Gao, Hao Wang, Weizhao Jin, Yu Zhang, Hainan Zhao, Mingliang Zhang, Xianxian Xi, Yaru Zhang, Wenyuan Li, Zhengguang Gao, Yurui Zhu

机构 * ZTE NebulaBrain Team（ZTE NebulaBrain团队） 纠错

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

What Defines Good Reasoning in LLMs? Dissecting Reasoning Steps with Multi-Aspect Evaluation

Heejin Do, Jaehui Hwang, Dongyoon Han, Seong Joon Oh, Sangdoo Yun

机构 * ETH Zürich, ETH AI Center（苏黎世联邦理工学院，ETH人工智能中心） ； NAVER AI Lab（NAVER人工智能实验室） ； University of Tübingen（图宾根大学） 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

Limits of PRM-Guided Tree Search for Mathematical Reasoning with LLMs

Tristan Cinquin, Geoff Pleiss, Agustinus Kristiadi

机构 * University of Tübingen（图宾根大学） ； University of British Columbia（不列颠哥伦比亚大学） ； Vector Institute（向量研究所） ； Western University（西部大学） 纠错

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

Prompt Decorators: A Declarative and Composable Syntax for Reasoning, Formatting, and Control in LLMs

Mostapha Kalami Heris

机构 * School of Engineering and Built Environment（工程与建筑环境学院） ； College of Business（商学院） ； Sheffield Hallam University（谢菲尔德哈姆大学） 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

JaiLIP: Jailbreaking Vision-Language Models via Loss Guided Image Perturbation

Md Jueal Mia, M. Hadi Amini

机构 * Knight Foundation School of Computing and Information Sciences (KFSCIS)（骑士基金会计算与信息科学学院） ； Florida International University（佛罗里达国际大学） ； Sustainability, Optimization, and Learning for InterDependent networks laboratory (solid lab)（可持续性、优化与互依赖网络学习实验室） 纠错

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

FinCARE: Financial Causal Analysis with Reasoning and Evidence

Alejandro Michel, Abhinav Arun, Bhaskarjit Sarmah, Stefano Pasquali

机构 * Domyn 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

Certified Self-Consistency: Statistical Guarantees and Test-Time Training for Reliable Reasoning in LLMs

Paula Cordero-Encinar, Andrew B. Duncan

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

Deep Research Brings Deeper Harm

Shuo Chen, Zonggen Li, Zhen Han, Bailan He, Tong Liu, Haokun Chen, Georg Groh, Philip Torr, Volker Tresp, Jindong Gu

机构 * LMU Munich（慕尼黑大学） ； Siemens（西门子） ； Munich Center for Machine Learning (MCML)（慕尼黑机器学习中心） ； Technical University of Munich (TUM)（慕尼黑技术大学） ； AWS AI（亚马逊AI） ； Konrad Zuse School of Excellence in Reliable AI (relAI)（Konrad Zuse卓越可靠AI学校） ； University of Hong Kong (HKU)（香港大学） ； University of Oxford（牛津大学） 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 Accepted to Reliable ML from Unreliable Data Workshop @ NeurIPS 2025

SeViCES: Unifying Semantic-Visual Evidence Consensus for Long Video Understanding

Yuan Sheng, Yanbin Hao, Chenxu Li, Shuo Wang, Xiangnan He

机构 * University of Science and Technology of China（中国科学技术大学） ； Hefei University of Technology（合肥工业大学） 纠错

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

My Ontologist: Evaluating BFO-Based AI for Definition Support

Carter Benson, Alec Sculley, Austin Liebers, John Beverley

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