大模型推理能力

2509.03805 2025-09-05 cs.CL cs.AI 62%

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）

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

2509.01185 2025-09-05 cs.CL cs.AI 62%

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

Seganrasan Subramanian, Abhigya Verma

机构 * ServiceNow

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

Comments 26 pages, 4 figures

2506.07900 2025-09-05 cs.CL cs.AI 62%

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）

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

Comments MiniCPM4 Technical Report

2503.23746 2025-09-05 cs.CV cs.CL cs.LG cs.MM cs.SI 62%

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）

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

2509.03312 2025-09-05 cs.CL cs.MA 57%

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

2509.04268 2025-09-05 cs.CV 50%

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

2411.12736 2025-09-05 cs.CL cs.AI cs.LG cs.SY eess.SY math.OC 75%

ACING: Actor-Critic for Instruction Learning in Black-Box LLMs

Salma Kharrat, Fares Fourati, Marco Canini

机构 * KAUST（卡斯土尼亚大学）

专题命中其他推理：reasoning(abstract)；chain-of-thought(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Accepted at EMNLP 2025

2311.17165 2025-09-05 cs.AI cs.CY cs.HC cs.LG cs.MA 62%

(Ir)rationality in AI: State of the Art, Research Challenges and Open Questions

Olivia Macmillan-Scott, Mirco Musolesi

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

Journal ref Artificial Intelligence Review 58, 352 (2025)

2509.04077 2025-09-05 cs.CL 57%

Improving Narrative Classification and Explanation via Fine Tuned Language Models

Rishit Tyagi, Rahul Bouri, Mohit Gupta

专题命中其他推理：reasoning(abstract)；分类 cs.CL

2509.03956 2025-09-05 cs.AI 57%

World Model Implanting for Test-time Adaptation of Embodied Agents

Minjong Yoo, Jinwoo Jang, Sihyung Yoon, Honguk Woo

机构 * Department of Computer Science and Engineering, Sungkyunkwan University（计算机科学与工程系，顺天大学）

专题命中其他推理：reasoning(abstract)；分类 cs.AI

Journal ref Forty-second International Conference on Machine Learning, 2025

2509.03837 2025-09-05 cs.LG cs.IT math.IT 57%

Vehicle-to-Infrastructure Collaborative Spatial Perception via Multimodal Large Language Models

Kimia Ehsani, Walid Saad

机构 * Bradley Department of Electrical and Computer Engineering（电气与计算机工程系）

专题命中其他推理：reasoning(abstract)；分类 cs.LG

Comments Accepted at IEEE GLOBECOM 2025

2509.03828 2025-09-05 cs.AI 57%

An Agentic Model Context Protocol Framework for Medical Concept Standardization

Jaerong Ahn, Andrew Wen, Nan Wang, Heling Jia, Zhiyi Yue, Sunyang Fu, Hongfang Liu

专题命中其他推理：reasoning(abstract)；分类 cs.AI

2506.18201 2025-09-05 cs.CL cs.CV cs.HC 57%

Deciphering Emotions in Children Storybooks: A Comparative Analysis of Multimodal LLMs in Educational Applications

Bushra Asseri, Estabraq Abdelaziz, Maha Al Mogren, Tayef Alhefdhi, Areej Al-Wabil

机构 * College of Engineering & Advanced Computing（工程与高级计算学院）

专题命中其他推理：chain-of-thought(abstract)；分类 cs.CL

1. 推理评测 13 篇

Measuring How (Not Just Whether) VLMs Build Common Ground

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

MiniCPM4: Ultra-Efficient LLMs on End Devices

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

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

Differential Morphological Profile Neural Networks for Semantic Segmentation

2. 其他推理 7 篇

ACING: Actor-Critic for Instruction Learning in Black-Box LLMs

(Ir)rationality in AI: State of the Art, Research Challenges and Open Questions

Improving Narrative Classification and Explanation via Fine Tuned Language Models

World Model Implanting for Test-time Adaptation of Embodied Agents

Vehicle-to-Infrastructure Collaborative Spatial Perception via Multimodal Large Language Models

An Agentic Model Context Protocol Framework for Medical Concept Standardization

Deciphering Emotions in Children Storybooks: A Comparative Analysis of Multimodal LLMs in Educational Applications