大模型推理能力

Understanding Space Is Rocket Science -- Only Top Reasoning Models Can Solve Spatial Understanding Tasks

Nils Hoehing, Mayug Maniparambil, Ellen Rushe, Noel E. O'Connor, Anthony Ventresque

机构 * School of Computer Science（计算机科学学院） ； University College Dublin（都柏林大学） ； School of Computing（计算机科学学院） ； Dublin City University（都柏林城市大学） ； School of Electronic Engineering（电子工程学院） ； Trinity College Dublin（都柏林三一学院） 纠错

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

FRIDA to the Rescue! Analyzing Synthetic Data Effectiveness in Object-Based Common Sense Reasoning for Disaster Response

Mollie Shichman, Claire Bonial, Austin Blodgett, Taylor Hudson, Francis Ferraro, Rachel Rudinger

机构 * University of Maryland, College Park（马里兰大学学院市分校） ； Army Research Lab（陆军研究实验室） ； Oak Ridge Associated Universities（橡树岭关联大学） ； University of Maryland, Baltimore County（马里兰大学巴尔的摩县分校） 纠错

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

Comments 8 pages, 3 figures, 5 tables

Context Reasoner: Incentivizing Reasoning Capability for Contextualized Privacy and Safety Compliance via Reinforcement Learning

Wenbin Hu, Haoran Li, Huihao Jing, Qi Hu, Ziqian Zeng, Sirui Han, Heli Xu, Tianshu Chu, Peizhao Hu, Yangqiu Song

机构 * HKUST（香港科技大学） ； South China University of Technology（华南理工大学） ； Huawei Technologies（华为技术有限公司） 纠错

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

Comments Accepted to EMNLP 2025 Main

VulRTex: A Reasoning-Guided Approach to Identify Vulnerabilities from Rich-Text Issue Report

Ziyou Jiang, Mingyang Li, Guowei Yang, Lin Shi, Qing Wang

专题命中 推理评测 ：reasoning(title,abstract)

Comments 25 pages, 7 figures, submitting to TOSEM journal

CANDY: Benchmarking LLMs' Limitations and Assistive Potential in Chinese Misinformation Fact-Checking

Ruiling Guo, Xinwei Yang, Chen Huang, Tong Zhang, Yong Hu

机构 * School of Cyber Science and Engineering, Sichuan University, China（四川大学网络科学与工程学院） ； College of Computer Science, Sichuan University, China（四川大学计算机学院） ； Institute of Data Science, National University of Singapore, Singapore（新加坡国立大学数据科学研究所） 纠错

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

Comments Findings of EMNLP 2025

ResearchPulse: Building Method-Experiment Chains through Multi-Document Scientific Inference

Qi Chen, Jingxuan Wei, Zhuoya Yao, Haiguang Wang, Gaowei Wu, Bihui Yu, Siyuan Li, Cheng Tan

机构 * University of Chinese Academy of Sciences（中国科学院大学） ； Zhejiang University（浙江大学） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） 纠错

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

Comments Accepted to ACM MM 2025

Facts Fade Fast: Evaluating Memorization of Outdated Medical Knowledge in Large Language Models

Juraj Vladika, Mahdi Dhaini, Florian Matthes

机构 * Technical University of Munich（慕尼黑技术大学） ； School of Computation, Information and Technology（计算、信息与技术学院） ； Department of Computer Science（计算机科学系） 纠错

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

Comments Accepted to Findings of EMNLP 2025

Measuring How (Not Just Whether) VLMs Build Common Ground

Saki Imai, Mert İnan, Anthony Sicilia, Malihe Alikhani

机构 * Northeastern University（东北大学） 纠错

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

Modular Techniques for Synthetic Long-Context Data Generation in Language Model Training and Evaluation

Seganrasan Subramanian, Abhigya Verma

机构 * ServiceNow 纠错

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

Comments 26 pages, 4 figures

MiniCPM4: Ultra-Efficient LLMs on End Devices

MiniCPM Team, Chaojun Xiao, Yuxuan Li, Xu Han, Yuzhuo Bai, Jie Cai, Haotian Chen, Wentong Chen, Xin Cong, Ganqu Cui, Ning Ding, Shengda Fan, Yewei Fang, Zixuan Fu, Wenyu Guan, Yitong Guan, Junshao Guo, Yufeng Han, Bingxiang He, Yuxiang Huang, Baoxi Ji, Cunliang Kong, Qiuzuo Li, Siyuan Li, Wenhao Li, Xin Li, Yanghao Li, Yishan Li, Zhen Li, Dan Liu, Biyuan Lin, Yankai Lin, Xiang Long, Quanyu Lu, Yaxi Lu, Peiyan Luo, Hongya Lyu, Litu Ou, Yinxu Pan, Lushi Pu, Zekai Qu, Qundong Shi, Zijun Song, Jiayuan Su, Zhou Su, Ao Sun, Xianghui Sun, Peijun Tang, Fangzheng Wang, Feng Wang, Shuo Wang, Yudong Wang, Zheng Wang, Yesai Wu, Zhenyu Xiao, Jie Xie, Zihao Xie, Xiaoyue Xu, Yukun Yan, Jiarui Yuan, Jinqian Zhang, Kaihuo Zhang, Lei Zhang, Linyue Zhang, Xueren Zhang, Yudi Zhang, Hengyu Zhao, Weilin Zhao, Weilun Zhao, Yuanqian Zhao, Zhi Zheng, Chuyue Zhou, Ge Zhou, Jie Zhou, Wei Zhou, Yanghao Zhou, Zihan Zhou, Zixuan Zhou, Zhiyuan Liu, Guoyang Zeng, Chao Jia, Dahai Li, Maosong Sun

机构 * MiniCPM Team（MiniCPM团队） 纠错

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

Comments MiniCPM4 Technical Report

Short-video Propagation Influence Rating: A New Real-world Dataset and A New Large Graph Model

Dizhan Xue, Shengsheng Qian, Chuanrui Hu, Changsheng Xu

机构 * State Key Laboratory of Multimodal Artificial Intelligence Systems, Institute of Automation, Chinese Academy of Sciences（多模态人工智能系统国家重点实验室，自动化研究所，中国科学院） ； School of Artificial Intelligence, University of Chinese Academy of Sciences（人工智能学院，中国科学院大学） ； Qihoo 360 AI lab（奇虎360 AI实验室） 纠错

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

AgenTracer: Who Is Inducing Failure in the LLM Agentic Systems?

Guibin Zhang, Junhao Wang, Junjie Chen, Wangchunshu Zhou, Kun Wang, Shuicheng Yan

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

Differential Morphological Profile Neural Networks for Semantic Segmentation

David Huangal, J. Alex Hurt

专题命中 推理评测 ：planning(abstract)

Comments 14 pages, 7 figures