大模型推理能力

Towards a Neurosymbolic Reasoning System Grounded in Schematic Representations

François Olivier, Zied Bouraoui

专题命中 逻辑推理 ：reasoning(title,abstract)；logical reasoning(abstract)；分类 cs.CL、cs.AI

Comments To appear in Proceedings of Machine Learning Research, 19th Conference on Neurosymbolic Learning and Reasoning, 2025

AR$^2$: Adversarial Reinforcement Learning for Abstract Reasoning in Large Language Models

Cheng-Kai Yeh, Hsing-Wang Lee, Chung-Hung Kuo, Hen-Hsen Huang

机构 * Department of Mathematical Sciences National Chengchi University Taipei Taiwan（数学科学系 国立政治大学 台北 台湾） ； Department of Computer Science National Chengchi University Taipei Taiwan（计算机科学系 国立政治大学 台北 台湾） ； Institute of Information Science Academia Sinica Taipei Taiwan（信息科学研究所 中国学术院 台北 台湾） ； National Chengchi University（国立政治大学） 纠错

专题命中 逻辑推理 ：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments 7 pages, accepted by CIKM 2025 as a short paper

Evaluating the Efficacy of LLM-Based Reasoning for Multiobjective HPC Job Scheduling

Prachi Jadhav, Hongwei Jin, Ewa Deelman, Prasanna Balaprakash

机构 * University of Tennessee, Knoxville\ Ridge National Laboratory Oak Ridge, TN USA ； Argonne National Laboratory Lemont, IL USA ； University of Southern California Los Angeles, CA USA ； Oak Ridge National Laboratory Oak Ridge, TN USA ； University of Tennessee, Knoxville\ Ridge National Laboratory ； Argonne National Laboratory ； University of Southern California ； Oak Ridge National Laboratory 纠错

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

Comments 10 pages, 6 figures, work under review