大模型推理能力 - arXivDaily 专题

2505.06493 2025-10-21 cs.CR cs.AI 81%

System Prompt Poisoning: Persistent Attacks on Large Language Models Beyond User Injection

Zongze Li, Jiawei Guo, Haipeng Cai

机构 * University at Buffalo（布法罗大学）

专题命中逻辑推理：reasoning(abstract)；chain-of-thought(abstract)；CoT(abstract)；logical reasoning(abstract)

2506.00783 2025-10-21 cs.CL cs.AI 81%

KG-TRACES: Enhancing Large Language Models with Knowledge Graph-constrained Trajectory Reasoning and Attribution Supervision

Rong Wu, Pinlong Cai, Jianbiao Mei, Licheng Wen, Tao Hu, Xuemeng Yang, Daocheng Fu, Botian Shi

机构 * Zhejiang University（浙江大学）； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室）； University of Science and Technology of China（中国科学技术大学）； Fudan University（复旦大学）

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

Comments 24 pages, 13 figures

2510.17705 2025-10-21 cs.AI cs.CL 73%

Contextual Attention Modulation: Towards Efficient Multi-Task Adaptation in Large Language Models

Dayan Pan, Zhaoyang Fu, Jingyuan Wang, Xiao Han, Yue Zhu, Xiangyu Zhao

机构 * SCSE, Beihang University（北京航空航天大学系统工程学院）； ERC of ACAT, MOE（教育部人工智能教育联合体）； City University of Hong Kong（香港城市大学）； Huawei Technologies Ltd.（华为技术有限公司）； Key Lab of DIM, MIIT（信息通信技术重点实验室）； SEM, Beihang University（北京航空航天大学电子机械学院）； Zhejiang University of Technology（浙江工业大学）

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

Comments Accepted by CIKM' 25

2510.17415 2025-10-21 cs.CL cs.AI cs.MA cs.MM cs.SE 73%

BenCao: An Instruction-Tuned Large Language Model for Traditional Chinese Medicine

Jiacheng Xie, Yang Yu, Yibo Chen, Hanyao Zhang, Lening Zhao, Jiaxuan He, Lei Jiang, Xiaoting Tang, Guanghui An, Dong Xu

机构 * Community Health Service Center Shanghai Pudong New Area（上海浦东新区社区卫生服务中心）； School of Acupuncture-Moxibustion and Tuina, Shanghai University of Traditional Chinese Medicine（上海中医药大学针灸推拿学院）

专题命中逻辑推理：reasoning(abstract)；chain-of-thought(abstract)；分类 cs.CL、cs.AI

2510.17691 2025-10-21 cs.LO 67%

A Mimamsa Inspired Framework For Instruction Sequencing In AI Agents

Bama Srinivasan

专题命中逻辑推理：reasoning(abstract)；planning(abstract)

Comments 16 pages

2510.16381 2025-10-21 cs.CL cs.AI 62%

ATA: A Neuro-Symbolic Approach to Implement Autonomous and Trustworthy Agents

David Peer, Sebastian Stabinger

机构 * Otera Austria（奥特拉奥地利）

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

2509.11943 2025-10-21 cs.AI cs.LG cs.LO cs.MA 62%

Agentic System with Modal Logic for Autonomous Diagnostics

Antonin Sulc, Thorsten Hellert

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

Comments 10 pages, 1 figure

2510.17002 2025-10-21 cs.LG 57%

EEschematic: Multimodal-LLM Based AI Agent for Schematic Generation of Analog Circuit

Chang Liu, Danial Chitnis

机构 * School of Engineering The University of Edinburgh Edinburgh, UK（工程学院苏格兰爱丁堡大学）

专题命中逻辑推理：chain-of-thought(abstract)；分类 cs.LG

1. 逻辑推理 8 篇