大模型推理能力

MedAtlas: Evaluating LLMs for Multi-Round, Multi-Task Medical Reasoning Across Diverse Imaging Modalities and Clinical Text

Ronghao Xu, Zhen Huang, Yangbo Wei, Xiaoqian Zhou, Zikang Xu, Ting Liu, Zihang Jiang, S. Kevin Zhou

专题命中 推理评测 ：reasoning(title,abstract)

LLM Compression: How Far Can We Go in Balancing Size and Performance?

Sahil Sk, Debasish Dhal, Sonal Khosla, Sk Shahid, Sambit Shekhar, Akash Dhaka, Shantipriya Parida, Dilip K. Prasad, Ondřej Bojar

机构 * Odia Generative AI, India（奥迪生成人工智能，印度） ； AMD Silo AI, Finland（AMD Silo AI，芬兰） ； The Arctic University of Norway, Norway（挪威北极大学，挪威） ； Charles University, MFF, ÚFAL, Czech Republic（查尔斯大学，捷克共和国） 纠错

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

Comments This paper has been accepted for presentation at the RANLP 2025 conference

MobQA: A Benchmark Dataset for Semantic Understanding of Human Mobility Data through Question Answering

Hikaru Asano, Hiroki Ouchi, Akira Kasuga, Ryo Yonetani

机构 * The University of Tokyo \ AIP Japan Tokyo ； Nara Institute of Science ； The University of Tokyo \ AIP 纠错

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

Comments 23 pages, 12 figures

Grounding Rule-Based Argumentation Using Datalog

Martin Diller, Sarah Alice Gaggl, Philipp Hanisch, Giuseppina Monterosso, Fritz Rauschenbach

机构 * Logic Programming and Argumentation Group, TU Dresden, Germany（图灵编程与论证组，德累斯顿理工大学，德国） ； Knowledge-Based Systems Group, TU Dresden, Germany（知识系统组，德累斯顿理工大学，德国） ； DIMES - University of Calabria, Italy（迪梅斯-卡拉布里亚大学，意大利） 纠错

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

Not There Yet: Evaluating Vision Language Models in Simulating the Visual Perception of People with Low Vision

Rosiana Natalie, Wenqian Xu, Ruei-Che Chang, Rada Mihalcea, Anhong Guo

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

MVISU-Bench: Benchmarking Mobile Agents for Real-World Tasks by Multi-App, Vague, Interactive, Single-App and Unethical Instructions

Zeyu Huang, Juyuan Wang, Longfeng Chen, Boyi Xiao, Leng Cai, Yawen Zeng, Jin Xu

机构 * South China University of Technology（华南理工大学） ； Pazhou Lab（Pazhou 实验室） 纠错

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

Comments ACM MM 2025

Technical Report: Full-Stack Fine-Tuning for the Q Programming Language

Brendan R. Hogan, Will Brown, Adel Boyarsky, Anderson Schneider, Yuriy Nevmyvaka

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

Comments 40 pages

LEARN: A Story-Driven Layout-to-Image Generation Framework for STEM Instruction

Maoquan Zhang, Bisser Raytchev, Xiujuan Sun

机构 * Graduate School of Advanced Science and Engineering, Hiroshima University（Hiroshima大学研究生院） ； Department of Computer Science, Weifang University of Science and Technology（潍坊科技大学计算机科学系） 纠错

专题命中 推理评测 ：reasoning(abstract)

Comments The International Conference on Neural Information Processing (ICONIP) 2025

A Survey on Video Temporal Grounding with Multimodal Large Language Model

Jianlong Wu, Wei Liu, Ye Liu, Meng Liu, Liqiang Nie, Zhouchen Lin, Chang Wen Chen

机构 * School of Computer Science and Technology, Harbin Institute of Technology（哈尔滨工业大学计算机科学与技术学院） ； School of Computer Science and Technology, Shandong Jianzhu University（山东建筑大学计算机科学与技术学院） ； School of Intelligence Science and Technology, Peking University（北京大学智能科学与技术学院） ； Department of Computing, The Hong Kong Polytechnic University（香港理工大学计算机系） 纠错

专题命中 推理评测 ：reasoning(abstract)

Comments 20 pages,6 figures,survey

TimeMKG: Knowledge-Infused Causal Reasoning for Multivariate Time Series Modeling

Yifei Sun, Junming Liu, Yirong Chen, Xuefeng Yan, Ding Wang

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.AI、cs.LG

Reference Points in LLM Sentiment Analysis: The Role of Structured Context

Junichiro Niimi

机构 * Meijo University（名古屋大学） ； RIKEN（理化学研究所） ； AIP（Advanced Institute for Particle Physics） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

gpt-oss-120b & gpt-oss-20b Model Card

OpenAI, :, Sandhini Agarwal, Lama Ahmad, Jason Ai, Sam Altman, Andy Applebaum, Edwin Arbus, Rahul K. Arora, Yu Bai, Bowen Baker, Haiming Bao, Boaz Barak, Ally Bennett, Tyler Bertao, Nivedita Brett, Eugene Brevdo, Greg Brockman, Sebastien Bubeck, Che Chang, Kai Chen, Mark Chen, Enoch Cheung, Aidan Clark, Dan Cook, Marat Dukhan, Casey Dvorak, Kevin Fives, Vlad Fomenko, Timur Garipov, Kristian Georgiev, Mia Glaese, Tarun Gogineni, Adam Goucher, Lukas Gross, Katia Gil Guzman, John Hallman, Jackie Hehir, Johannes Heidecke, Alec Helyar, Haitang Hu, Romain Huet, Jacob Huh, Saachi Jain, Zach Johnson, Chris Koch, Irina Kofman, Dominik Kundel, Jason Kwon, Volodymyr Kyrylov, Elaine Ya Le, Guillaume Leclerc, James Park Lennon, Scott Lessans, Mario Lezcano-Casado, Yuanzhi Li, Zhuohan Li, Ji Lin, Jordan Liss, Lily, Liu, Jiancheng Liu, Kevin Lu, Chris Lu, Zoran Martinovic, Lindsay McCallum, Josh McGrath, Scott McKinney, Aidan McLaughlin, Song Mei, Steve Mostovoy, Tong Mu, Gideon Myles, Alexander Neitz, Alex Nichol, Jakub Pachocki, Alex Paino, Dana Palmie, Ashley Pantuliano, Giambattista Parascandolo, Jongsoo Park, Leher Pathak, Carolina Paz, Ludovic Peran, Dmitry Pimenov, Michelle Pokrass, Elizabeth Proehl, Huida Qiu, Gaby Raila, Filippo Raso, Hongyu Ren, Kimmy Richardson, David Robinson, Bob Rotsted, Hadi Salman, Suvansh Sanjeev, Max Schwarzer, D. Sculley, Harshit Sikchi, Kendal Simon, Karan Singhal, Yang Song, Dane Stuckey, Zhiqing Sun, Philippe Tillet, Sam Toizer, Foivos Tsimpourlas, Nikhil Vyas, Eric Wallace, Xin Wang, Miles Wang, Olivia Watkins, Kevin Weil, Amy Wendling, Kevin Whinnery, Cedric Whitney, Hannah Wong, Lin Yang, Yu Yang, Michihiro Yasunaga, Kristen Ying, Wojciech Zaremba, Wenting Zhan, Cyril Zhang, Brian Zhang, Eddie Zhang, Shengjia Zhao

机构 * OpenAI 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Is ChatGPT-5 Ready for Mammogram VQA?

Qiang Li, Shansong Wang, Mingzhe Hu, Mojtaba Safari, Zachary Eidex, 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 其他推理 ：reasoning(abstract)；分类 cs.AI

UNVEILING: What Makes Linguistics Olympiad Puzzles Tricky for LLMs?

Mukund Choudhary, KV Aditya Srivatsa, Gaurja Aeron, Antara Raaghavi Bhattacharya, Dang Khoa Dang Dinh, Ikhlasul Akmal Hanif, Daria Kotova, Ekaterina Kochmar, Monojit Choudhury

机构 * Mohamed Bin Zayed University of Artificial Intelligence（Mohamed Bin Zayed人工智能大学） ； IIT Gandhinagar（印度加尔各答理工学院） ； Harvard University（哈佛大学） ； VinUniversity（文大学） ； Universitas Indonesia（印度尼西亚大学） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL

Comments Accepted to COLM 2025

RAG for Geoscience: What We Expect, Gaps and Opportunities

Runlong Yu, Shiyuan Luo, Rahul Ghosh, Lingyao Li, Yiqun Xie, Xiaowei Jia

专题命中 其他推理 ：reasoning(abstract)

From Prompt to Pipeline: Large Language Models for Scientific Workflow Development in Bioinformatics

Khairul Alam, Banani Roy

专题命中 其他推理 ：chain-of-thought(abstract)

Comments 46pages

SHREC: A Framework for Advancing Next-Generation Computational Phenotyping with Large Language Models

Sarah Pungitore, Shashank Yadav, Molly Douglas, Jarrod Mosier, Vignesh Subbian

专题命中 其他推理 ：reasoning(abstract)

Comments Submitted to PLOS Digital Health