大模型推理能力

CoT-RAG: Integrating Chain of Thought and Retrieval-Augmented Generation to Enhance Reasoning in Large Language Models

Feiyang Li, Peng Fang, Zhan Shi, Arijit Khan, Fang Wang, Weihao Wang, Xin Zhang, Yongjian Cui

机构 * School of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China（华中科技大学计算机科学与技术学院） ； Wuhan National Laboratory for Optoelectronics, Huazhong University of Science and Technology, Wuhan, China（华中科技大学光电实验室） ； Department of Computer Science, Bowling Green State University, Ohio, USA（Bowling Green State University 计算机科学系） ； Department of Computer Science, Aalborg University, Aalborg, Denmark（Aalborg University 计算机科学系） ； Huawei Technologies Co., Ltd, Shenzhen, China（华为技术有限公司） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)；CoT(title,abstract)；chain-of-thought(abstract)；分类 cs.CL、cs.AI

Investigating Compositional Reasoning in Time Series Foundation Models

Willa Potosnak, Cristian Challu, Mononito Goswami, Kin G. Olivares, Michał Wiliński, Nina Żukowska, Artur Dubrawski

机构 * Auton Lab, School of Computer Science, Carnegie Mellon University（卡内基梅隆大学计算机科学系自动化实验室） ； Nixtla ； Amazon（亚马逊） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.LG

Randomly Sampled Language Reasoning Problems Elucidate Limitations of In-Context Learning

Kavi Gupta, Kate Sanders, Armando Solar-Lezama

专题命中 复杂问题求解 ：reasoning(title)；chain-of-thought(abstract)；分类 cs.LG

Comments 10 pages, 4 figures, 2 tables

SciGPT: A Large Language Model for Scientific Literature Understanding and Knowledge Discovery

Fengyu She, Nan Wang, Hongfei Wu, Ziyi Wan, Jingmian Wang, Chang Wang

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Have Large Vision-Language Models Mastered Art History?

Ombretta Strafforello, Derya Soydaner, Michiel Willems, Anne-Sofie Maerten, Stefanie De Winter

机构 * KU Leuven（库勒韦恩大学） ； Leiden University（莱顿大学） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)