大模型推理能力

Large Language Models Reasoning Abilities Under Non-Ideal Conditions After RL-Fine-Tuning

Chang Tian, Matthew B. Blaschko, Mingzhe Xing, Xiuxing Li, Yinliang Yue, Marie-Francine Moens

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

Comments large language models, large vision-language model, reasoning, non-ideal conditions, reinforcement learning

Teaching LLMs How to Learn with Contextual Fine-Tuning

Younwoo Choi, Muhammad Adil Asif, Ziwen Han, John Willes, Rahul G. Krishnan

机构 * University of Toronto（多伦多大学） ； Vector Institute（向量研究所） 纠错

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

Comments ICLR 2025

Understanding Large Language Model Behaviors through Interactive Counterfactual Generation and Analysis

Furui Cheng, Vilém Zouhar, Robin Shing Moon Chan, Daniel Fürst, Hendrik Strobelt, Mennatallah El-Assady

机构 * ETH Zürich（苏黎世联邦理工学院） ； University of Konstanz（康斯坦茨大学） ； IBM Research（IBM研究院） 纠错

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

Cooper: Co-Optimizing Policy and Reward Models in Reinforcement Learning for Large Language Models

Haitao Hong, Yuchen Yan, Xingyu Wu, Guiyang Hou, Wenqi Zhang, Weiming Lu, Yongliang Shen, Jun Xiao

机构 * Zhejiang University（浙江大学） 纠错

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

Comments Project Page: https://zju-real.github.io/cooper Code: https://github.com/zju-real/cooper

A Multi-Stage Large Language Model Framework for Extracting Suicide-Related Social Determinants of Health

Song Wang, Yishu Wei, Haotian Ma, Max Lovitt, Kelly Deng, Yuan Meng, Zihan Xu, Jingze Zhang, Yunyu Xiao, Ying Ding, Xuhai Xu, Joydeep Ghosh, Yifan Peng

机构 * Cockrell School of Engineering, The University of Texas at Austin（德克萨斯大学奥斯汀分校工程学院） ； Population Health Sciences, Weill Cornell Medicine（韦尔·柯尔医学中心流行病学与卫生科学系） ； School of Information, The University of Texas at Austin（德克萨斯大学奥斯汀分校信息学院） ； Department of Biomedical Informatics, Columbia University（哥伦比亚大学生物医学信息学系） 纠错

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

Rationale-guided Prompting for Knowledge-based Visual Question Answering

Zhongjian Hu, Peng Yang, Bing Li, Fengyuan Liu

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

Comments We would like to withdraw this submission due to ongoing internal review and coordination among the author team. Upon the supervisor's recommendation, we have decided to delay public dissemination until the manuscript undergoes further refinement and aligns with our intended academic trajectory

Large Language Models Transform Organic Synthesis From Reaction Prediction to Automation

Kartar Kumar Lohana Tharwani, Rajesh Kumar, Sumita, Numan Ahmed, Yong Tang

机构 * International Research Center for Complexity Sciences, Hangzhou International Innovation Institute, Beihang University（国际复杂科学研究中心，杭州创新研究院，北京航空航天大学） ； School of Computer Science and Engineering, University of Electronic Science and Technology of China（计算机科学与工程学院，电子科学与技术大学） ； Yangtze Delta Region Institute (Huzhou), University of Electronic Science and Technology of China（长江三角洲地区研究所（湖州），电子科学与技术大学） ； Government Boys Higher Secondary School, Bukera Sharif, Tando Allahyar, Affiliated with BISE Hyderabad, Sindh, Pakistan（政府男生高级中学，布克里·沙里夫，塔ndo阿勒·耶尔，隶属于Hyderabad BISE，Sindh，巴基斯坦） ； School of Environment and Architecture, University of Shanghai for Science and Technology（环境与建筑学院，上海科学技术大学） 纠错

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

Improving Factuality for Dialogue Response Generation via Graph-Based Knowledge Augmentation

Xiangyan Chen, Yujian Gan, Yimeng Gu, Matthew Purver

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

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges

Aécio Santos, Eduardo H. M. Pena, Roque Lopez, Juliana Freire

机构 * New York University（纽约大学） ； Federal University of Technology - Paraná（帕拉州技术大学） 纠错

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

Journal ref In Novel Optimizations for Visionary AI Systems (NOVAS '25), June 22-27, 2025. Berlin, Germany