大模型推理能力

Any Large Language Model Can Be a Reliable Judge: Debiasing with a Reasoning-based Bias Detector

Haoyan Yang, Runxue Bao, Cao Xiao, Jun Ma, Parminder Bhatia, Shangqian Gao, Taha Kass-Hout

机构 * New York University（纽约大学） ； GE Healthcare（通用电气医疗） ； Florida State University（佛罗里达州立大学） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)；self-correction(abstract)；分类 cs.CL

Comments Accepted at NeurIPS 2025 (Camera-Ready Version)

Improving LLM Reasoning via Dependency-Aware Query Decomposition and Logic-Parallel Content Expansion

Xianjun Gao, Jianchun Liu, Hongli Xu, Liusheng Huang

机构 * University of Science and Technology of China（中国科学技术大学） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.AI

TableTime: Reformulating Time Series Classification as Training-Free Table Understanding with Large Language Models

Jiahao Wang, Mingyue Cheng, Qingyang Mao, Yitong Zhou, Daoyu Wang, Qi Liu, Feiyang Xu, Xin Li

机构 * State Key Laboratory of Cognitive Intelligence, University of Science and Technology of China（认知智能国家重点实验室，中国科学技术大学） ； Artificial Intelligence Research Institute, iFLYTEK Co., Ltd（人工智能研究院，iFLYTEK公司） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.AI、cs.LG

ComboBench: Can LLMs Manipulate Physical Devices to Play Virtual Reality Games?

Shuqing Li, Jiayi Yan, Chenyu Niu, Jen-tse Huang, Yun Peng, Wenxuan Wang, Yepang Liu, Michael R. Lyu

机构 * Chinese University of Hong Kong（香港中文大学） ； Southern University of Science and Technology（南方科技大学） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.AI

Critique-RL: Training Language Models for Critiquing through Two-Stage Reinforcement Learning

Zhiheng Xi, Jixuan Huang, Xin Guo, Boyang Hong, Dingwen Yang, Xiaoran Fan, Shuo Li, Zehui Chen, Junjie Ye, Siyu Yuan, Zhengyin Du, Xuesong Yao, Yufei Xu, Jiecao Chen, Rui Zheng, Tao Gui, Qi Zhang, Xuanjing Huang

机构 * Fudan University（复旦大学） ； ByteDance Seed（字节跳动种子） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments Preprint, 25 pages, 9 figures. Code: https://github.com/WooooDyy/Critique-RL

Auto prompting without training labels: An LLM cascade for product quality assessment in e-commerce catalogs

Soham Satyadharma, Fatemeh Sheikholeslami, Swati Kaul, Aziz Umit Batur, Suleiman A. Khan

机构 * Amazon Catalog AI（亚马逊目录人工智能） 纠错

专题命中 复杂问题求解 ：chain-of-thought(abstract)；分类 cs.CL、cs.AI

Your Dense Retriever is Secretly an Expeditious Reasoner

Yichi Zhang, Jun Bai, Zhixin Cai, Shuhan Qin, Zhuofan Chen, Jinghua Guan, Wenge Rong

机构 * School of Computer Science and Engineering, Beihang University, China（北京航空航天大学计算机科学与工程学院） ； Beijing Institute for General Artificial Intelligence, China（北京通用人工智能研究院） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI、cs.LG

Comments 16 pages, 11 figures

AgentFrontier: Expanding the Capability Frontier of LLM Agents with ZPD-Guided Data Synthesis

Xuanzhong Chen, Zile Qiao, Guoxin Chen, Liangcai Su, Zhen Zhang, Xinyu Wang, Pengjun Xie, Fei Huang, Jingren Zhou, Yong Jiang

机构 * Tongyi Lab（通义实验室） ； Alibaba Group（阿里巴巴集团） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Comments https://tongyi-agent.github.io/blog/introducing-tongyi-deep-research/

CritiCal: Can Critique Help LLM Uncertainty or Confidence Calibration?

Qing Zong, Jiayu Liu, Tianshi Zheng, Chunyang Li, Baixuan Xu, Haochen Shi, Weiqi Wang, Zhaowei Wang, Chunkit Chan, Yangqiu Song

机构 * Department of Computer Science and Engineering, HKUST（计算机科学与工程系，香港科技大学） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Advancing Compositional Awareness in CLIP with Efficient Fine-Tuning

Amit Peleg, Naman Deep Singh, Matthias Hein

机构 * Tübingen AI Center, University of Tübingen（图宾根人工智能中心，图宾根大学） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.LG

Comments Accepted at NeurIPS 2025

Lifecycle-Aware code generation: Leveraging Software Engineering Phases in LLMs

Xing Xing, Wei Wang, Lipeng Ma, Weidong Yang, Junjie Zheng

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

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

A Neuroscience-Inspired Dual-Process Model of Compositional Generalization

Alex Noviello, Claas Beger, Jacob Groner, Kevin Ellis, Weinan Sun

机构 * Department of Computer Science, Cornell University（计算机科学系，康奈尔大学） ； Department of Neurobiology and Behavior, Cornell University（神经生物学与行为系，康奈尔大学） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI