大模型推理能力

Think in Blocks: Adaptive Reasoning from Direct Response to Deep Reasoning

Yekun Zhu, Guang Chen, Chengjun Mao

专题命中 逻辑推理 ：reasoning(title,abstract)；chain-of-thought(abstract)；logical reasoning(abstract)；分类 cs.AI、cs.LG

A Fully Spectral Neuro-Symbolic Reasoning Architecture with Graph Signal Processing as the Computational Backbone

Andrew Kiruluta

机构 * Andrew Kiruluta（独立研究者） 纠错

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

Discovering Hidden Algebraic Structures via Transformers with Rank-Aware Beam GRPO

Jaeha Lee, Gio Huh, Ning Su, Tony Yue YU

机构 * California Institute of Technology（加州理工学院） ； Massachusetts Institute of Technology（麻省理工学院） 纠错

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

R-ConstraintBench: Evaluating LLMs on NP-Complete Scheduling

Raj Jain, Marc Wetter

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

QueryGenie: Making LLM-Based Database Querying Transparent and Controllable

Longfei Chen, Shenghan Gao, Shiwei Wang, Ken Lin, Yun Wang, Quan Li

专题命中 逻辑推理 ：reasoning(abstract)

Comments Accepted by The 38th Annual ACM Symposium on User Interface Software and Technology (UIST Adjunct '25), September 28-October 1, 2025, Busan, Republic of Korea

In-Context Iterative Policy Improvement for Dynamic Manipulation

Mark Van der Merwe, Devesh Jha

机构 * Department of Robotics, University of Michigan（机器人学系，密歇根大学） ； MERL 纠错

专题命中 逻辑推理 ：reasoning(abstract)

Comments 14 pages. Accepted at CoRL 2025