语言大模型 / LLM

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 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；prompting(abstract)

MPO: Boosting LLM Agents with Meta Plan Optimization

Weimin Xiong, Yifan Song, Qingxiu Dong, Bingchan Zhao, Feifan Song, Xun Wang, Sujian Li

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

Comments EMNLP 2025 Findings

Architecting Resilient LLM Agents: A Guide to Secure Plan-then-Execute Implementations

Ron F. Del Rosario, Klaudia Krawiecka, Christian Schroeder de Witt

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

An Iterative LLM Framework for SIBT utilizing RAG-based Adaptive Weight Optimization

Zhuo Xiao, Qinglong Yao, Jingjing Wang, Fugen Zhou, Bo Liu, Haitao Sun, Zhe Ji, Yuliang Jiang, Junjie Wang, Qiuwen Wu

机构 * Image Processing Center, Beihang University（北航图像处理中心） ； Department of Radiation Oncology, Peking University Third Hospital（北京大学第三医院放射肿瘤科） ； Department of Radiation Oncology, Duke University Medical Center（杜克大学医学中心放射肿瘤科） 纠错

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

MSNav: Zero-Shot Vision-and-Language Navigation with Dynamic Memory and LLM Spatial Reasoning

Chenghao Liu, Zhimu Zhou, Jiachen Zhang, Minghao Zhang, Songfang Huang, Huiling Duan

专题命中 推理与问题求解 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)

Comments 9 pages, 4 figures

Interpretable Physics Reasoning and Performance Taxonomy in Vision-Language Models

Pranav Pawar, Kavish Shah, Akshat Bhalani, Komal Kasat, Dev Mittal, Hadi Gala, Deepali Patil, Nikita Raichada, Monali Deshmukh

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

Narrative-Guided Reinforcement Learning: A Platform for Studying Language Model Influence on Decision Making

Anup Tuladhar, Araz Minhas, Adam Kirton, Eli Kinney-Lang

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

Comments Extended Abstract for RLDM 2025

Scaling Truth: The Confidence Paradox in AI Fact-Checking

Ihsan A. Qazi, Zohaib Khan, Abdullah Ghani, Agha A. Raza, Zafar A. Qazi, Wassay Sajjad, Ayesha Ali, Asher Javaid, Muhammad Abdullah Sohail, Abdul H. Azeemi

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

Comments 65 pages, 26 figures, 6 tables

VIPER: Visual Perception and Explainable Reasoning for Sequential Decision-Making

Mohamed Salim Aissi, Clemence Grislain, Mohamed Chetouani, Olivier Sigaud, Laure Soulier, Nicolas Thome

机构 * Sorbonne Université, CNRS, ISIR（索邦大学、国家科学研究中心、ISIR） 纠错

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

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 推理与问题求解 ：language model(title,abstract)

Exploratory Retrieval-Augmented Planning For Continual Embodied Instruction Following

Minjong Yoo, Jinwoo Jang, Wei-jin Park, Honguk Woo

机构 * Department of Computer Science and Engineering, Sungkyunkwan University（全南大学计算机科学与工程系） ； Acryl Inc.（阿克罗尔公司） 纠错

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

Comments 21 pages. NeurIPS 2024

Journal ref Advances in Neural Information Processing Systems 37, 67034-67060, 2024

Heuristics and Biases in AI Decision-Making: Implications for Responsible AGI

Payam Saeedi, Mahsa Goodarzi, M Abdullah Canbaz

机构 * Golisano Institute for Sustainability Rochester Institute of Technology Rochester, The United States ； Information Sciences \& Technology, CEHC University at Albany, SUNY Albany, The United States 纠错

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

HIRAG: Hierarchical-Thought Instruction-Tuning Retrieval-Augmented Generation

YiHan Jiao, ZheHao Tan, Dan Yang, DuoLin Sun, Jie Feng, Yue Shen, Jian Wang, Peng Wei

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

RewardDance: Reward Scaling in Visual Generation

Jie Wu, Yu Gao, Zilyu Ye, Ming Li, Liang Li, Hanzhong Guo, Jie Liu, Zeyue Xue, Xiaoxia Hou, Wei Liu, Yan Zeng, Weilin Huang

机构 * ByteDance Seed（字节跳动种子） 纠错

专题命中 推理与问题求解 ：language model(abstract)；RLHF(abstract)

Comments Bytedance Seed Technical Report

AdsQA: Towards Advertisement Video Understanding

Xinwei Long, Kai Tian, Peng Xu, Guoli Jia, Jingxuan Li, Sa Yang, Yihua Shao, Kaiyan Zhang, Che Jiang, Hao Xu, Yang Liu, Jiaheng Ma, Bowen Zhou

机构 * Tsinghua University（清华大学） ； Peking University（北京大学） ； CASIA（中国科学院自动化所） ； Harvard University（哈佛大学） ； Shanghai Artificial Intelligence Lab（上海人工智能实验室） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)

Comments ICCV-2025

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

Kavi Gupta, Kate Sanders, Armando Solar-Lezama

专题命中 推理与问题求解 ：LLM(abstract)；分类 cs.LG

Comments 10 pages, 4 figures, 2 tables