大模型推理能力

The Virtues of Brevity: Avoid Overthinking in Parallel Test-Time Reasoning

Raul Cavalcante Dinardi, Bruno Yamamoto, Anna Helena Reali Costa, Artur Jordao

机构 * Instituto de Matemática, Estatística e Ciência da Computação, Universidade de São Paulo（圣保罗大学数学、统计与计算机科学研究所） ； Escola Politécnica, Universidade de São Paulo（圣保罗大学理工学院） 纠错

专题命中 测试时计算 ：reasoning(title,abstract)；test-time compute(abstract)；分类 cs.LG

Comments Accepted at NeurIPS 2025 Workshop on Efficient Reasoning

R3-RAG: Learning Step-by-Step Reasoning and Retrieval for LLMs via Reinforcement Learning

Yuan Li, Qi Luo, Xiaonan Li, Bufan Li, Qinyuan Cheng, Bo Wang, Yining Zheng, Yuxin Wang, Zhangyue Yin, Xipeng Qiu

机构 * School of Computer Science, Fudan University（复旦大学计算机学院） 纠错

专题命中 测试时计算 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Incentivizing Consistent, Effective and Scalable Reasoning Capability in Audio LLMs via Reasoning Process Rewards

Jiajun Fan, Roger Ren, Jingyuan Li, Rahul Pandey, Prashanth Gurunath Shivakumar, Ivan Bulyko, Ankur Gandhe, Ge Liu, Yile Gu

机构 * Amazon（亚马逊） ； Siebel School of Computing and Data Science, University of Illinois Urbana-Champaign（计算机与数据科学学院，伊利诺伊大学厄巴纳-香槟分校） 纠错

专题命中 测试时计算 ：reasoning(title,abstract)；分类 cs.AI、cs.LG

Comments 49 pages

MRO: Enhancing Reasoning in Diffusion Language Models via Multi-Reward Optimization

Chenglong Wang, Yang Gan, Hang Zhou, Chi Hu, Yongyu Mu, Kai Song, Murun Yang, Bei Li, Chunliang Zhang, Tongran Liu, Jingbo Zhu, Zhengtao Yu, Tong Xiao

专题命中 测试时计算 ：reasoning(title,abstract)；分类 cs.CL

Comments Accepted by NeurIPS 2025

RETuning: Upgrading Inference-Time Scaling for Stock Movement Prediction with Large Language Models

Xueyuan Lin, Cehao Yang, Ye Ma, Ming Li, Rongjunchen Zhang, Yang Ni, Xiaojun Wu, Chengjin Xu, Jian Guo, Hui Xiong

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科学与技术大学（广州）） ； IDEA Research（IDEA研究院） ； Hithink RoyalFlush Information Network Co., Ltd（慧思皇家Flush信息网络有限公司） ； DataArc Tech Ltd（DataArc科技有限公司） 纠错

专题命中 测试时计算 ：reasoning(abstract)；CoT(abstract)；logical reasoning(abstract)；分类 cs.CL