大模型推理能力

GeoPQA: Bridging the Visual Perception Gap in MLLMs for Geometric Reasoning

Guizhen Chen, Weiwen Xu, Hao Zhang, Hou Pong Chan, Deli Zhao, Anh Tuan Luu, Yu Rong

机构 * Nanyang Technological University（南洋理工大学） ； DAMO Academy, Alibaba Group（阿里达摩院） ； Hupan Lab（华普实验室） 纠错

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

Comments Accepted to EMNLP2025 Findings

CoLa: Learning to Interactively Collaborate with Large Language Models

Abhishek Sharma, Dan Goldwasser

机构 * Department of Computer Science（计算机科学系） ； Purdue University（普渡大学） 纠错

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

Can Language Models Follow Multiple Turns of Entangled Instructions?

Chi Han, Xin Liu, Haodong Wang, Shiyang Li, Jingfeng Yang, Haoming Jiang, Zhengyang Wang, Qingyu Yin, Liang Qiu, Changlong Yu, Yifan Gao, Zheng Li, Bing Yin, Jingbo Shang, Heng Ji

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； University of California San Diego（加州大学圣地亚哥分校） 纠错

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

Comments The 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP 2025) Findings

Automated Procedural Analysis via Video-Language Models for AI-assisted Nursing Skills Assessment

Shen Chang, Dennis Liu, Renran Tian, Kristen L. Swartzell, Stacie L. Klingler, Amy M. Nagle, Nan Kong

机构 * Weldon School of Biomedical Engineering, Purdue University（普渡大学生物医学工程学院） ； Department of Industrial and Operations Engineering, University of Michigan（密歇根大学工业与运作工程系） ； Edward P. Fitts Department of Industrial and Systems Engineering, North Carolina State University（北卡罗来纳州立大学工业与系统工程系） ； School of Nursing, Purdue University（普渡大学护理学院） 纠错

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

MCP: A Control-Theoretic Orchestration Framework for Synergistic Efficiency and Interpretability in Multimodal Large Language Models

Luyan Zhang

机构 * Northeastern University（东北大学） 纠错

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

Comments 13 pages, 6 figures, 2 tables

GRIL: Knowledge Graph Retrieval-Integrated Learning with Large Language Models

Jialin Chen, Houyu Zhang, Seongjun Yun, Alejandro Mottini, Rex Ying, Xiang Song, Vassilis N. Ioannidis, Zheng Li, Qingjun Cui

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

Enhancing Financial RAG with Agentic AI and Multi-HyDE: A Novel Approach to Knowledge Retrieval and Hallucination Reduction

Akshay Govind Srinivasan, Ryan Jacob George, Jayden Koshy Joe, Hrushikesh Kant, Harshith M R, Sachin Sundar, Sudharshan Suresh, Rahul Vimalkanth, Vijayavallabh

机构 * Indian Institute of Technology Madras（印度理工学院马德拉斯学院） 纠错

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

Comments 14 Pages, 8 Tables, 2 Figures. Accepted and to be published in the proceedings of FinNLP, Empirical Methods in Natural Language Processing 2025

EPIC: Generative AI Platform for Accelerating HPC Operational Data Analytics

Ahmad Maroof Karimi, Woong Shin, Jesse Hines, Tirthankar Ghosal, Naw Safrin Sattar, Feiyi Wang

机构 * National Center for Computational Sciences（国家计算科学中心） ； Oak Ridge National Laboratory（橡树岭国家实验室） 纠错

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