语言大模型 / LLM

Arithmetic Without Algorithms: Language Models Solve Math With a Bag of Heuristics

Yaniv Nikankin, Anja Reusch, Aaron Mueller, Yonatan Belinkov

机构 * Technion – Israel Institute of Technology（技术离子-以色列理工学院） ； Northeastern University（东北大学） 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

Self-Reasoning Language Models: Unfold Hidden Reasoning Chains with Few Reasoning Catalyst

Hongru Wang, Deng Cai, Wanjun Zhong, Shijue Huang, Jeff Z. Pan, Zeming Liu, Kam-Fai Wong

机构 * The Chinese University of Hong Kong（香港中文大学） ； ByteDance（字节跳动） ； The University of Edinburgh（爱丁堡大学） ； Beihang University（北航） ； MoE Key Laboratory of High Confidence Software Technologies（高可信软件技术MoE实验室） 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

HALO: Hierarchical Autonomous Logic-Oriented Orchestration for Multi-Agent LLM Systems

Zhipeng Hou, Junyi Tang, Yipeng Wang

机构 * Nanjing University of Posts and Telecommunications（南京邮电大学） ； Chongqing University（重庆大学） 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

Comments The code repository is available at https://github.com/23japhone/HALO

Customizing Visual-Language Foundation Models for Multi-modal Anomaly Detection and Reasoning

Xiaohao Xu, Yunkang Cao, Huaxin Zhang, Nong Sang, Xiaonan Huang

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

Comments Best Student Paper Award at IEEE International Conference on Computer Supported Cooperative Work in Design, 2025

LLMSR@XLLM25: An Empirical Study of LLM for Structural Reasoning

Xinye Li, Mingqi Wan, Dianbo Sui

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

LLM Agents Are Hypersensitive to Nudges

Manuel Cherep, Pattie Maes, Nikhil Singh

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

Comments 33 pages, 28 figures

Pre-Act: Multi-Step Planning and Reasoning Improves Acting in LLM Agents

Mrinal Rawat, Ambuje Gupta, Rushil Goomer, Alessandro Di Bari, Neha Gupta, Roberto Pieraccini

机构 * Uniphore 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

Evaluating Vision-Language Models as Evaluators in Path Planning

Mohamed Aghzal, Xiang Yue, Erion Plaku, Ziyu Yao

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

Comments Accepted to the 2025 IEEE / CVF Computer Vision and Pattern Recognition Conference (CVPR)

DeepDistill: Enhancing LLM Reasoning Capabilities via Large-Scale Difficulty-Graded Data Training

Xiaoyu Tian, Sitong Zhao, Haotian Wang, Shuaiting Chen, Yiping Peng, Yunjie Ji, Han Zhao, Xiangang Li

机构 * a-m-team（a-m团队） 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

To Help or Not to Help: LLM-based Attentive Support for Human-Robot Group Interactions

Daniel Tanneberg, Felix Ocker, Stephan Hasler, Joerg Deigmoeller, Anna Belardinelli, Chao Wang, Heiko Wersing, Bernhard Sendhoff, Michael Gienger

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

Comments IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) 2024

Amplified Vulnerabilities: Structured Jailbreak Attacks on LLM-based Multi-Agent Debate

Senmao Qi, Yifei Zou, Peng Li, Ziyi Lin, Xiuzhen Cheng, Dongxiao Yu

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

Comments 33 pages, 5 figures

Embodied-R: Collaborative Framework for Activating Embodied Spatial Reasoning in Foundation Models via Reinforcement Learning

Baining Zhao, Ziyou Wang, Jianjie Fang, Chen Gao, Fanhang Man, Jinqiang Cui, Xin Wang, Xinlei Chen, Yong Li, Wenwu Zhu

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

Comments 12 pages, 5 figures

Look Before You Decide: Prompting Active Deduction of MLLMs for Assumptive Reasoning

Yian Li, Wentao Tian, Yang Jiao, Jingjing Chen, Tianwen Qian, Bin Zhu, Na Zhao, Yu-Gang Jiang

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

Could Thinking Multilingually Empower LLM Reasoning?

Changjiang Gao, Xu Huang, Wenhao Zhu, Shujian Huang, Lei Li, Fei Yuan

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

ReasonDrive: Efficient Visual Question Answering for Autonomous Vehicles with Reasoning-Enhanced Small Vision-Language Models

Amirhosein Chahe, Lifeng Zhou

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

On Language Models' Sensitivity to Suspicious Coincidences

Sriram Padmanabhan, Kanishka Misra, Kyle Mahowald, Eunsol Choi

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

Stepwise Informativeness Search for Efficient and Effective LLM Reasoning

Siyuan Wang, Enda Zhao, Zhongyu Wei, Xiang Ren

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 Preprint

ThoughtProbe: Classifier-Guided Thought Space Exploration Leveraging LLM Intrinsic Reasoning

Zijian Wang, Chang Xu

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

SceneTAP: Scene-Coherent Typographic Adversarial Planner against Vision-Language Models in Real-World Environments

Yue Cao, Yun Xing, Jie Zhang, Di Lin, Tianwei Zhang, Ivor Tsang, Yang Liu, Qing Guo

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

Comparing Apples to Oranges: LLM-powered Multimodal Intention Prediction in an Object Categorization Task

Hassan Ali, Philipp Allgeuer, Stefan Wermter

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

Comments Published in the Proceedings of the 16th International Conference on Social Robotics (ICSR) 2024,15 pages,5 figures,2 tables; work was co-funded by Horizon Europe project TERAIS under Grant agreement number 101079338

Journal ref In: Palinko, O., et al. Social Robotics. ICSR + AI 2024. vol 15563. Springer (2025)

Improving Multilingual Retrieval-Augmented Language Models through Dialectic Reasoning Argumentations

Leonardo Ranaldi, Federico Ranaldi, Fabio Massimo Zanzotto, Barry Haddow, Alexandra Birch

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

LLM for Complex Reasoning Task: An Exploratory Study in Fermi Problems

Zishuo Liu, Carlos Rabat Villarreal, Mostafa Rahgouy, Amit Das, Zheng Zhang, Chang Ren, Dongji Feng

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 7 pages,7 tables, 5 figures

LLM-mediated Dynamic Plan Generation with a Multi-Agent Approach

Reo Abe, Akifumi Ito, Kanata Takayasu, Satoshi Kurihara

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

Multilingual European Language Models: Benchmarking Approaches and Challenges

Fabio Barth, Georg Rehm

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

LLM-Assisted Proactive Threat Intelligence for Automated Reasoning

Shuva Paul, Farhad Alemi, Richard Macwan

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

Comments 10 Pages, 1 Figure

BALROG: Benchmarking Agentic LLM and VLM Reasoning On Games

Davide Paglieri, Bartłomiej Cupiał, Samuel Coward, Ulyana Piterbarg, Maciej Wolczyk, Akbir Khan, Eduardo Pignatelli, Łukasz Kuciński, Lerrel Pinto, Rob Fergus, Jakob Nicolaus Foerster, Jack Parker-Holder, Tim Rocktäschel

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

Comments Published as a conference paper at ICLR 2025

Think Twice: Enhancing LLM Reasoning by Scaling Multi-round Test-time Thinking

Xiaoyu Tian, Sitong Zhao, Haotian Wang, Shuaiting Chen, Yunjie Ji, Yiping Peng, Han Zhao, Xiangang Li

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

Analyzable Chain-of-Musical-Thought Prompting for High-Fidelity Music Generation

Max W. Y. Lam, Yijin Xing, Weiya You, Jingcheng Wu, Zongyu Yin, Fuqiang Jiang, Hangyu Liu, Feng Liu, Xingda Li, Wei-Tsung Lu, Hanyu Chen, Tong Feng, Tianwei Zhao, Chien-Hung Liu, Xuchen Song, Yang Li, Yahui Zhou

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

Comments Preprint

Predicting the Road Ahead: A Knowledge Graph based Foundation Model for Scene Understanding in Autonomous Driving

Hongkuan Zhou, Stefan Schmid, Yicong Li, Lavdim Halilaj, Xiangtong Yao, Wei cao

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

Dancing with Critiques: Enhancing LLM Reasoning with Stepwise Natural Language Self-Critique

Yansi Li, Jiahao Xu, Tian Liang, Xingyu Chen, Zhiwei He, Qiuzhi Liu, Rui Wang, Zhuosheng Zhang, Zhaopeng Tu, Haitao Mi, Dong Yu

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