大模型推理能力

Light-IF: Endowing LLMs with Generalizable Reasoning via Preview and Self-Checking for Complex Instruction Following

Chenyang Wang, Liang Wen, Shousheng Jia, Xiangzheng Zhang, Liang Xu

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

Comments 12 pages, 10 figures, 7 tables

Tree-of-Reasoning: Towards Complex Medical Diagnosis via Multi-Agent Reasoning with Evidence Tree

Qi Peng, Jialin Cui, Jiayuan Xie, Yi Cai, Qing Li

机构 * South China University of Technology（华南理工大学） ； Key Laboratory of Big Data and Intelligent Robot (SCUT), Ministry of Education（大数据与智能机器人重点实验室（SCUT）） ； Hong Kong Polytechnic University（香港理工大学） 纠错

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

Comments Accepted by ACM MM 2025

A Multi-Agent System for Complex Reasoning in Radiology Visual Question Answering

Ziruo Yi, Jinyu Liu, Ting Xiao, Mark V. Albert

机构 * University of North Texas（北卡罗来纳州立大学） 纠错

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

CLIPPER: Compression enables long-context synthetic data generation

Chau Minh Pham, Yapei Chang, Mohit Iyyer

机构 * University of Maryland, College Park（马里兰大学 College Park 分校） ； University of Massachusetts Amherst（马萨诸塞大学阿默斯特分校） 纠错

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

Comments Accepted to COLM 2025

Toward Verifiable Misinformation Detection: A Multi-Tool LLM Agent Framework

Zikun Cui, Tianyi Huang, Chia-En Chiang, Cuiqianhe Du

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

A Survey of WebAgents: Towards Next-Generation AI Agents for Web Automation with Large Foundation Models

Liangbo Ning, Ziran Liang, Zhuohang Jiang, Haohao Qu, Yujuan Ding, Wenqi Fan, Xiao-yong Wei, Shanru Lin, Hui Liu, Philip S. Yu, Qing Li

机构 * The Hong Kong Polytechnic University（香港理工大学） ； City University of Hong Kong（香港城市大学） ； Michigan State University（密歇根州立大学） ； University of Illinois at Chicago（伊利诺伊大学芝加哥分校） 纠错

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

Comments This is the long version of the corresponding survey paper accepted by KDD 2025. The tutorial and corresponding slides are available at https://biglemon-ning.github.io/WebAgents/

CutPaste&Find: Efficient Multimodal Hallucination Detector with Visual-aid Knowledge Base

Cong-Duy Nguyen, Xiaobao Wu, Duc Anh Vu, Shuai Zhao, Thong Nguyen, Anh Tuan Luu

机构 * Nanyang Technological University, Singapore（南洋理工大学） ； National University of Singapore, Singapore（国立新加坡大学） 纠错

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

AudioGenie: A Training-Free Multi-Agent Framework for Diverse Multimodality-to-Multiaudio Generation

Yan Rong, Jinting Wang, Guangzhi Lei, Shan Yang, Li Liu

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科学与技术大学（广州）） ； Tencent AI Lab（腾讯人工智能实验室） 纠错

专题命中 复杂问题求解 ：self-correction(abstract)