大模型推理能力

Collective Reasoning Among LLMs: A Framework for Answer Validation Without Ground Truth

Seyed Pouyan Mousavi Davoudi, Amin Gholami Davodi, Alireza Amiri-Margavi, Alireza Shafiee Fard, Mahdi Jafari

机构 * Independent Researcher in AI and Statistics（人工智能与统计学独立研究者） ； Shahrood University of Technology（沙霍罗德大学） ； University of Pittsburgh（匹兹堡大学） ； Duquesne University（杜克森大学） 纠错

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments 6pages

PrLM: Learning Explicit Reasoning for Personalized RAG via Contrastive Reward Optimization

Kepu Zhang, Teng Shi, Weijie Yu, Jun Xu

机构 * Gaoling School of Artificial Intelligence\ University of China Beijing China ； School of Information Technology ； Gaoling School of Artificial Intelligence\ University of China 纠错

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.CL

Learning to Insert [PAUSE] Tokens for Better Reasoning

Eunki Kim, Sangryul Kim, James Thorne

机构 * KAIST AI（韩国科学技术院人工智能） 纠错

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.CL

Comments 18 pages, 5 figures, ACL findings

Journal ref https://aclanthology.org/2025.findings-acl.1217/

Chain of Thought Still Thinks Fast: APriCoT Helps with Thinking Slow

Kyle Moore, Jesse Roberts, Thao Pham, Douglas Fisher

机构 * Vanderbilt University（范德比大学） ； Tennessee Technological University（田纳西技术大学） ； Berea College（贝拉学院） 纠错

专题命中 其他推理 ：reasoning(abstract)；CoT(abstract)；分类 cs.CL、cs.AI

Comments Final version. Published In Proceedings of the Annual Meeting of the Cognitive Science Society (Vol. 47) 2025

How Effectively Can Large Language Models Connect SNP Variants and ECG Phenotypes for Cardiovascular Risk Prediction?

Niranjana Arun Menon, Iqra Farooq, Yulong Li, Sara Ahmed, Yutong Xie, Muhammad Awais, Imran Razzak

机构 * University of New South Wales（新南威尔士大学） ； University of Surrey（萨里大学） ； Mohamed bin Zayed University of Artificial Intelligence（穆罕默德·本·扎耶德人工智能大学） 纠错

专题命中 其他推理 ：reasoning(abstract)；CoT(abstract)；分类 cs.LG

HERGC: Heterogeneous Experts Representation and Generative Completion for Multimodal Knowledge Graphs

Yongkang Xiao, Rui Zhang

机构 * University of Minnesota（明尼苏达大学） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI、cs.LG

Grasp-HGN: Grasping the Unexpected

Mehrshad Zandigohar, Mallesham Dasari, Gunar Schirner

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

Comments Paper accepted at ACM Transactions on Embedded Computing Systems

ARAG: Agentic Retrieval Augmented Generation for Personalized Recommendation

Reza Yousefi Maragheh, Pratheek Vadla, Priyank Gupta, Kai Zhao, Aysenur Inan, Kehui Yao, Jianpeng Xu, Praveen Kanumala, Jason Cho, Sushant Kumar

机构 * Walmart Global Tech（沃尔玛全球科技） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Keyword-Centric Prompting for One-Shot Event Detection with Self-Generated Rationale Enhancements

Ziheng Li, Zhi-Hong Deng

机构 * State Key Laboratory of General Artificial Intelligence, School of Intelligence Science and Technology, Peking University（一般人工智能国家重点实验室，智能科学与技术学院，北京大学） 纠错

专题命中 其他推理 ：chain-of-thought(abstract)；分类 cs.CL

Comments ECAI 2025

Selection and Exploitation of High-Quality Knowledge from Large Language Models for Recommendation

Guanchen Wang, Mingming Ha, Tianbao Ma, Linxun Chen, Zhaojie Liu, Guorui Zhou, Kun Gai

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI

Steering the CensorShip: Uncovering Representation Vectors for LLM "Thought" Control

Hannah Cyberey, David Evans

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL

Comments Accepted to COLM 2025

Learning How to Vote with Principles: Axiomatic Insights Into the Collective Decisions of Neural Networks

Levin Hornischer, Zoi Terzopoulou

机构 * Munich Center for Mathematical Philosophy, LMU Munich Munich Germany ； GATE, CNRS, Universit\'e Jean Monnet, Universit\'e Lumiere Lyon 2 Saint-Etienne France ； Munich Center for Mathematical Philosophy, LMU Munich ； GATE, CNRS, Universit\'e Jean Monnet, Universit\'e Lumiere Lyon 2 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI

Comments 44 pages, 21 figures, 14 tables. Updated and published version

Journal ref Journal of Artificial Intelligence Research 83, Article 25 (August 2025)

Operationalizing Serendipity: Multi-Agent AI Workflows for Enhanced Materials Characterization with Theory-in-the-Loop

Lance Yao, Suman Samantray, Ayana Ghosh, Kevin Roccapriore, Libor Kovarik, Sarah Allec, Maxim Ziatdinov

机构 * Physical Sciences Division, Pacific Northwest National Laboratory（太平洋西北国家实验室物理科学部） ； Computational Sciences and Engineering Division, Oak Ridge National Laboratory（橡树岭国家实验室计算科学与工程部） ； AtomQ 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI