大模型推理能力

Capabilities of GPT-5 on Multimodal Medical Reasoning

Shansong Wang, Mingzhe Hu, Qiang Li, Mojtaba Safari, Xiaofeng Yang

机构 * Department of Radiation Oncology, Winship Cancer Institute, Emory University School of Medicine（放射肿瘤科、Winship癌症研究所、埃默里大学医学院） 纠错

专题命中 推理评测 ：reasoning(title,abstract)；chain-of-thought(abstract)；分类 cs.CL、cs.AI

Comments Corrected some typos

GridRoute: A Benchmark for LLM-Based Route Planning with Cardinal Movement in Grid Environments

Kechen Li, Yaotian Tao, Ximing Wen, Quanwei Sun, Zifei Gong, Chang Xu, Xizhe Zhang, Tianbo Ji

机构 * School of Transportation and Civil Engineering, Nantong University, China（南京理工大学交通与土木工程学院） ； HongKong Linchance Intelligent Technology Co., Ltd. (LinChance), China（香港林 chance 智能科技有限公司） ； College of Computing and Informatics, Drexel University, USA（德雷塞尔大学计算机与信息学院） ； University of New South Wales, Australia（新南威尔士大学） 纠错

专题命中 推理评测 ：planning(title,abstract)；reasoning(abstract)；分类 cs.AI

Comments 8 pages

InfoCausalQA:Can Models Perform Non-explicit Causal Reasoning Based on Infographic?

Keummin Ka, Junhyeong Park, Jaehyun Jeon, Youngjae Yu

专题命中 推理评测 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments 14 pages, 9 figures

AI-Slop to AI-Polish? Aligning Language Models through Edit-Based Writing Rewards and Test-time Computation

Tuhin Chakrabarty, Philippe Laban, Chien-Sheng Wu

机构 * Salesforce AI Research（Salesforce人工智能研究） ； Microsoft Research（微软研究院） 纠错

专题命中 推理评测 ：reasoning(abstract)；test-time compute(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Under Submission

EmoVoice: LLM-based Emotional Text-To-Speech Model with Freestyle Text Prompting

Guanrou Yang, Chen Yang, Qian Chen, Ziyang Ma, Wenxi Chen, Wen Wang, Tianrui Wang, Yifan Yang, Zhikang Niu, Wenrui Liu, Fan Yu, Zhihao Du, Zhifu Gao, ShiLiang Zhang, Xie Chen

机构 * Shanghai Jiao Tong University（上海交通大学） ； Tongyi Speech Lab（通义语音实验室） ； Tianjin University（天津大学） ； Zhejiang University（浙江大学） ； Shanghai Jiao Tong University, Shanghai Innovation Institute（上海交通大学上海创新研究院） 纠错

专题命中 推理评测 ：chain-of-thought(abstract)；CoT(abstract)；分类 cs.CL、cs.AI

Comments Accepted at ACMMM 2025

APIO: Automatic Prompt Induction and Optimization for Grammatical Error Correction and Text Simplification

Artem Chernodub, Aman Saini, Yejin Huh, Vivek Kulkarni, Vipul Raheja

机构 * Grammarly 纠错

专题命中 推理评测 ：chain-of-thought(abstract)；分类 cs.CL、cs.AI

Comments Accepted for publication at Recent Advances in Natural Language Processing conference (RANLP 2025)

A Rolling Stone Gathers No Moss: Adaptive Policy Optimization for Stable Self-Evaluation in Large Multimodal Models

Wenkai Wang, Hongcan Guo, Zheqi Lv, Shengyu Zhang

专题命中 推理评测 ：reasoning(abstract)；分类 cs.AI、cs.LG

Comments 17 pages, 9 figures

AMRG: Extend Vision Language Models for Automatic Mammography Report Generation

Nak-Jun Sung, Donghyun Lee, Bo Hwa Choi, Chae Jung Park

机构 * Research Institute, National Cancer Center Korea（韩国国家癌症中心研究所） ； Department of Radiology, National Cancer Center Korea（韩国国家癌症中心放射科） 纠错

专题命中 推理评测 ：reasoning(abstract)；分类 cs.AI

HiSTM: Hierarchical Spatiotemporal Mamba for Cellular Traffic Forecasting

Zineddine Bettouche, Khalid Ali, Andreas Fischer, Andreas Kassler

机构 * Deggendorf Institute of Technology（多格多夫技术学院） 纠错

专题命中 推理评测 ：planning(abstract)；分类 cs.AI

Generative Artificial Intelligence in Medical Imaging: Foundations, Progress, and Clinical Translation

Xuanru Zhou, Cheng Li, Shuqiang Wang, Ye Li, Tao Tan, Hairong Zheng, Shanshan Wang

专题命中 推理评测 ：planning(abstract)；分类 cs.AI

MemGuide: Intent-Driven Memory Selection for Goal-Oriented Multi-Session LLM Agents

Yiming Du, Bingbing Wang, Yang He, Bin Liang, Baojun Wang, Zhongyang Li, Lin Gui, Jeff Z. Pan, Ruifeng Xu, Kam-Fai Wong

专题命中 推理评测 ：chain-of-thought(abstract)；分类 cs.CL

LongIns: A Challenging Long-context Instruction-based Exam for LLMs

Shawn Gavin, Tuney Zheng, Jiaheng Liu, Quehry Que, Noah Wang, Jian Yang, Chenchen Zhang, Wenhao Huang, Ge Zhang

机构 * M-A-P ； University of Waterloo（滑铁卢大学） 纠错

专题命中 推理评测 ：reasoning(abstract)；分类 cs.CL

Extending the OWASP Multi-Agentic System Threat Modeling Guide: Insights from Multi-Agent Security Research

Klaudia Krawiecka, Christian Schroeder de Witt

专题命中 推理评测 ：reasoning(abstract)

VisFinEval: A Scenario-Driven Chinese Multimodal Benchmark for Holistic Financial Understanding

Zhaowei Liu, Xin Guo, Haotian Xia, Lingfeng Zeng, Fangqi Lou, Jinyi Niu, Mengping Li, Qi Qi, Jiahuan Li, Wei Zhang, Yinglong Wang, Weige Cai, Weining Shen, Liwen Zhang

专题命中 推理评测 ：reasoning(abstract)

Emotion-Qwen: A Unified Framework for Emotion and Vision Understanding

Dawei Huang, Qing Li, Chuan Yan, Zebang Cheng, Zihao Han, Yurong Huang, Xiang Li, Bin Li, Xiaohui Wang, Zheng Lian, Zhi-Qi Cheng, Xiaojiang Peng

专题命中 推理评测 ：reasoning(abstract)