大模型推理能力

RISE: Enhancing VLM Image Annotation with Self-Supervised Reasoning

Suhang Hu, Wei Hu, Yuhang Su, Fan Zhang

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

Pre-Storage Reasoning for Episodic Memory: Shifting Inference Burden to Memory for Personalized Dialogue

Sangyeop Kim, Yohan Lee, Sanghwa Kim, Hyunjong Kim, Sungzoon Cho

机构 * Seoul National University（首尔国立大学） ； Coxwave ； KAIST（韩国科学技术院） 纠错

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

Comments Accepted by EMNLP 2025 (Findings)

Agentic Temporal Graph of Reasoning with Multimodal Language Models: A Potential AI Aid to Healthcare

Susanta Mitra

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

TORSO: Template-Oriented Reasoning Towards General Tasks

Minhyuk Kim, Seungyoon Lee, Heuiseok Lim

机构 * Korea University, Republic of Korea（韩国大学） 纠错

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

Comments Accepted to EMNLP 2025 Main Conference

ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast \& Slow Reasoning for Robust Agent Defense

Shiyu Xiang, Tong Zhang, Ronghao Chen

专题命中 复杂问题求解 ：reasoning(title,abstract)

Comments EMNLP 2025 findings, 20 pages, 2 figures

MAC-Tuning: LLM Multi-Compositional Problem Reasoning with Enhanced Knowledge Boundary Awareness

Junsheng Huang, Zhitao He, Yucheng Huang, Sandeep Polisetty, Qingyun Wang, Yi. R Fung

机构 * Hong Kong University of Science and Technology（香港科技大学） ； University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； UMass Amherst（马萨诸塞大学阿姆赫斯特分校） ； William & Mary（威廉与玛丽学院） 纠错

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

Comments We release our code and resource at https://github.com/no-touch-fish/Multi-QA-Tuning. The paper is accepted into EMNLP 2025 main

Igniting VLMs toward the Embodied Space

Andy Zhai, Brae Liu, Bruno Fang, Chalse Cai, Ellie Ma, Ethan Yin, Hao Wang, Hugo Zhou, James Wang, Lights Shi, Lucy Liang, Make Wang, Qian Wang, Roy Gan, Ryan Yu, Shalfun Li, Starrick Liu, Sylas Chen, Vincent Chen, Zach Xu

机构 * X SQUARE ROBOT 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；CoT(abstract)

Kolb-Based Experiential Learning for Generalist Agents with Human-Level Kaggle Data Science Performance

Antoine Grosnit, Alexandre Maraval, Refinath S N, Zichao Zhao, James Doran, Giuseppe Paolo, Albert Thomas, Jonas Gonzalez, Abhineet Kumar, Khyati Khandelwal, Abdelhakim Benechehab, Hamza Cherkaoui, Youssef Attia El-Hili, Kun Shao, Jianye Hao, Jun Yao, Balázs Kégl, Haitham Bou-Ammar, Jun Wang

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

Look Again, Think Slowly: Enhancing Visual Reflection in Vision-Language Models

Pu Jian, Junhong Wu, Wei Sun, Chen Wang, Shuo Ren, Jiajun Zhang

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

Comments EMNLP2025 Main

Wavelet-SARIMA-Transformer: A Hybrid Model for Rainfall Forecasting

Junmoni Saikia, Kuldeep Goswami, Sarat C. Kakaty

机构 * Srushti Drushti Geospatial Foundation（斯鲁斯蒂·德鲁斯蒂地理基础） 纠错

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

Automated Creation and Enrichment Framework for Improved Invocation of Enterprise APIs as Tools

Prerna Agarwal, Himanshu Gupta, Soujanya Soni, Rohith Vallam, Renuka Sindhgatta, Sameep Mehta

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

VulAgent: Hypothesis-Validation based Multi-Agent Vulnerability Detection

Ziliang Wang, Ge Li, Jia Li, Hao Zhu, Zhi Jin

专题命中 复杂问题求解 ：reasoning(abstract)

Large language model-empowered next-generation computer-aided engineering

Jiachen Guo, Chanwook Park, Dong Qian, Thomas J. R. Hughes, Wing Kam Liu

专题命中 复杂问题求解 ：reasoning(abstract)

LATTE: Learning to Think with Vision Specialists

Zixian Ma, Jianguo Zhang, Zhiwei Liu, Jieyu Zhang, Juntao Tan, Manli Shu, Juan Carlos Niebles, Shelby Heinecke, Huan Wang, Caiming Xiong, Ranjay Krishna, Silvio Savarese

机构 * University of Washington（华盛顿大学） ； Salesforce Research（Salesforce研究） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)

Journal ref EMNLP 2025