AI 大模型

大模型推理能力

大模型数学、逻辑、规划、多步推理和测试时计算能力。

2025-10-28 至 2025-10-28 共收录 6 篇信号源：cs.CL, cs.AI, cs.LG

1. 逻辑推理 6 篇

2503.22674 2025-10-28 cs.AI cs.CL cs.LG 87%

QuestBench: Can LLMs ask the right question to acquire information in reasoning tasks?

Belinda Z. Li, Been Kim, Zi Wang

机构 * Massachusetts Institute of Technology（麻省理工学院）； Google DeepMind（谷歌DeepMind）

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

Comments Code and dataset are available at \url{https://github.com/google-deepmind/questbench}

Journal ref 39th Conference on Neural Information Processing Systems (NeurIPS 2025) Track on Datasets and Benchmarks

2510.23532 2025-10-28 cs.AI cs.LG 81%

When No Paths Lead to Rome: Benchmarking Systematic Neural Relational Reasoning

Anirban Das, Irtaza Khalid, Rafael Peñaloza, Steven Schockaert

机构 * Cardiff University（卡迪夫大学）； University of Milano-Bicocca（米兰-比科卡大学）

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

Comments accepted at NeurIPS 2025 D&B track

2510.22034 2025-10-28 cs.AI cs.LG 81%

LLM-AR: LLM-powered Automated Reasoning Framework

Rick Chen, Joseph Ternasky, Aaron Ontoyin Yin, Xianling Mu, Fuat Alican, Yigit Ihlamur

机构 * University of Oxford（牛津大学）； Vela Research（Vela研究公司）

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

2510.22312 2025-10-28 cs.LG cs.AI 73%

LacMaterial: Large Language Models as Analogical Chemists for Materials Discovery

Hongyu Guo

机构 * National Research Council Canada（加拿大国家研究理事会）

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

2510.16720 2025-10-28 cs.AI 70%

Beyond Pipelines: A Survey of the Paradigm Shift toward Model-Native Agentic AI

Jitao Sang, Jinlin Xiao, Jiarun Han, Jilin Chen, Xiaoyi Chen, Shuyu Wei, Yongjie Sun, Yuhang Wang

机构 * Institute for Clarity in Documentation（清晰文档研究所）； Inria Paris-Rocquencourt（巴黎- Rocquencourt 国家信息与自动化所）； Rajiv Gandhi University（拉吉夫·甘地大学）； Tsinghua University（清华大学）； Palmer Research Laboratories（帕勒尔研究实验室）； Beijing Jiaotong University（北京交通大学）

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

2507.08216 2025-10-28 cs.AI 57%

Grounding Methods for Neural-Symbolic AI

Rodrigo Castellano Ontiveros, Francesco Giannini, Marco Gori, Giuseppe Marra, Michelangelo Diligenti

机构 * University of Siena（锡耶纳大学）； Scuola Normale Superiore（正规大学）； KU Leuven（卢森堡大学）

专题命中逻辑推理：reasoning(abstract)；分类 cs.AI

Journal ref Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence (IJCAI-25), pp. 4806-4814, 2025