大模型推理能力

AutoVLA: A Vision-Language-Action Model for End-to-End Autonomous Driving with Adaptive Reasoning and Reinforcement Fine-Tuning

Zewei Zhou, Tianhui Cai, Seth Z. Zhao, Yun Zhang, Zhiyu Huang, Bolei Zhou, Jiaqi Ma

机构 * University of California, Los Angeles（加州大学洛杉矶分校） 纠错

专题命中 规划推理 ：reasoning(title,abstract)；chain-of-thought(abstract)；planning(abstract)

Comments NeurIPS 2025; Website link:https://autovla.github.io/

Plan of Knowledge: Retrieval-Augmented Large Language Models for Temporal Knowledge Graph Question Answering

Xinying Qian, Ying Zhang, Yu Zhao, Baohang Zhou, Xuhui Sui, Xiaojie Yuan

专题命中 规划推理 ：reasoning(abstract)；planning(abstract)；分类 cs.CL

Comments Submitted to the IEEE for possible publication

TextualVerifier: Verify TextGrad Step-by-Step

Eugenius Mario Situmorang, Adila Alfa Krisnadhi, Ari Wibisono

专题命中 规划推理 ：reasoning(abstract)；chain-of-thought(abstract)；分类 cs.CL

BAPPA: Benchmarking Agents, Plans, and Pipelines for Automated Text-to-SQL Generation

Fahim Ahmed, Md Mubtasim Ahasan, Jahir Sadik Monon, Muntasir Wahed, M Ashraful Amin, A K M Mahbubur Rahman, Amin Ahsan Ali

机构 * Center for Computational & Data Sciences, Independent University, Bangladesh（计算与数据科学中心，独立大学，孟加拉国） ； University of Massachusetts Amherst（马萨诸塞大学阿默斯特分校） ； University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

专题命中 规划推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Autocomp: A Powerful and Portable Code Optimizer for Tensor Accelerators

Charles Hong, Sahil Bhatia, Alvin Cheung, Yakun Sophia Shao

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Comments 10 pages + appendices

ARETE: an R package for Automated REtrieval from TExt with large language models

Vasco V. Branco, Jandó Benedek, Lidia Pivovarova, Luís Correia, Pedro Cardoso

专题命中 规划推理 ：planning(abstract)；分类 cs.LG

Deep Learning-Driven Downscaling for Climate Risk Assessment of Projected Temperature Extremes in the Nordic Region

Parthiban Loganathan, Elias Zea, Ricardo Vinuesa, Evelyn Otero

专题命中 规划推理 ：planning(abstract)；分类 cs.LG

Robust mean-field control under common noise uncertainty

Mathieu Laurière, Ariel Neufeld, Kyunghyun Park

专题命中 规划推理 ：planning(abstract)