大模型推理能力

Intention-Guided Cognitive Reasoning for Egocentric Long-Term Action Anticipation

Qiaohui Chu, Haoyu Zhang, Meng Liu, Yisen Feng, Haoxiang Shi, Liqiang Nie

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

Comments Accepted by AAAI-2026

On the Limitations of Language Targeted Pruning: Investigating the Calibration Language Impact in Multilingual LLM Pruning

Simon Kurz, Jian-Jia Chen, Lucie Flek, Zhixue Zhao

机构 * Department of Computer Science, TU Dortmund University（图恩-多特蒙德大学计算机科学系） ； Bonn-Aachen International Center for Information Technology, University of Bonn（波恩-亚琛国际信息科技中心，波恩大学） ； Computer Science School, University of Sheffield（谢菲尔德大学计算机科学学院） ； Lamarr Institute for Machine Learning and Artificial Intelligence（拉马尔人工智能与机器学习研究所） 纠错

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

Comments Accepted for publication in TACL

NyayaRAG: Realistic Legal Judgment Prediction with RAG under the Indian Common Law System

Shubham Kumar Nigam, Balaramamahanthi Deepak Patnaik, Shivam Mishra, Ajay Varghese Thomas, Noel Shallum, Kripabandhu Ghosh, Arnab Bhattacharya

机构 * Indian Institute of Technology Kanpur（印度理工学院坎浦尔分校） ； SRM Institute of Science and Technology（SRM科学与技术学院） ； Symbiosis Law School Pune（苏比斯法学院浦那分校） ； IISER Kolkata（印度科学研究所库勒卡布尔分校） ； University of Birmingham, Dubai, United Arab Emirates（布里斯托尔大学迪拜分校） 纠错

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

Comments Paper accepted in the AACL-IJCNLP 2025 conference

On the Notion that Language Models Reason

Bertram Højer

机构 * Department of Computer Science（计算机科学系） ； IT University of Copenhagen（哥本哈根IT大学） 纠错

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

Comments Accepted at the 1st Workshop on Epistemic Intelligence in Machine Learning, EurIPS 2025

H-Model: Dynamic Neural Architectures for Adaptive Processing

Dmytro Hospodarchuk

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

Comments Independent research report, 24 pages including references and figures

ProFuser: Progressive Fusion of Large Language Models

Tianyuan Shi, Fanqi Wan, Canbin Huang, Xiaojun Quan, Chenliang Li, Ming Yan, Ji Zhang, Minhua Huang, Wu Kai

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

Comments Accepted to AAAI 2026

LLM Reinforcement in Context

Thomas Rivasseau

机构 * McGill University（麦吉尔大学） 纠错

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

Comments 4 pages

Enhancing Conversational Recommender Systems with Tree-Structured Knowledge and Pretrained Language Models

Yongwen Ren, Chao Wang, Peng Du, Chuan Qin, Dazhong Shen, Hui Xiong

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

Exposing the Cracks: Vulnerabilities of Retrieval-Augmented LLM-based Machine Translation

Yanming Sun, Runzhe Zhan, Chi Seng Cheang, Han Wu, Xuebo Liu, Yuyao Niu, Fengying Ye, Kaixin Lan, Lidia S. Chao, Derek F. Wong

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

Comments Accepted by AAAI 2026

edgeVLM: Cloud-edge Collaborative Real-time VLM based on Context Transfer

Chen Qian, Xinran Yu, Zewen Huang, Danyang Li, Qiang Ma, Fan Dang, Xuan Ding, Guangyong Shang, Zheng Yang

机构 * Tsinghua University（清华大学） ； Beijing Jiaotong University（北京交通大学） ； Inspur Yunzhou Industrial Internet Co., Ltd（Inspur云洲工业互联网有限公司） 纠错

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

OAD-Promoter: Enhancing Zero-shot VQA using Large Language Models with Object Attribute Description

Quanxing Xu, Ling Zhou, Feifei Zhang, Jinyu Tian, Rubing Huang

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

Comments Accepted by AAAI 2026

Identifying Imaging Follow-Up in Radiology Reports: A Comparative Analysis of Traditional ML and LLM Approaches

Namu Park, Giridhar Kaushik Ramachandran, Kevin Lybarger, Fei Xia, Ozlem Uzuner, Meliha Yetisgen, Martin Gunn

机构 * Department of Information Sciences and Technology, George Mason University, Fairfax, VA, USA（信息科学与技术系，乔治·玛莎大学，弗吉尼亚州， Fairfax） ； Department of Linguistics, University of Washington, Seattle, WA, USA（语言学系，华盛顿大学，西雅图，华盛顿州，美国） ； Department of Radiology, School of Medicine, University of Washington, Seattle, WA, USA（放射学系，医学院，华盛顿大学，西雅图，华盛顿州，美国） 纠错

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

Comments Submitted to LREC 2026

CacheFlow: Compressive Streaming Memory for Efficient Long-Form Video Understanding

Shrenik Patel, Daivik Patel

机构 * Rutgers University（罗切斯特大学） 纠错

专题命中 其他推理 ：reasoning(abstract)

Aethorix v1.0: An Integrated Scientific AI Agent for Scalable Inorganic Materials Innovation and Industrial Implementation

Yingjie Shi, Yiru Gong, Yiqun Su, Suya Xiong, Jiale Han, Runtian Miao

专题命中 其他推理 ：reasoning(abstract)

Agent-Oriented Visual Programming for the Web of Things

Samuele Burattini, Alessandro Ricci, Simon Mayer, Danai Vachtsevanou, Jeremy Lemee, Andrei Ciortea, Angelo Croatti

专题命中 其他推理 ：reasoning(abstract)

Comments Accepted and presented at the 10th International Workshop on Engineering Multi-Agent Systems (EMAS 2022), 9-10 May 2022, Auckland, New Zealand

Explore How to Inject Beneficial Noise in MLLMs

Ruishu Zhu, Sida Huang, Ziheng Jiao, Hongyuan Zhang

专题命中 其他推理 ：reasoning(abstract)

Comments Accepted by AAAI 2026

The Unspoken Crisis of Learning: The Surging Zone of No Development

Euzeli C. dos Santos, Tracey Birdwell

专题命中 其他推理 ：reasoning(abstract)

Comments 6 pages, 3 figures

RedVTP: Training-Free Acceleration of Diffusion Vision-Language Models Inference via Masked Token-Guided Visual Token Pruning

Jingqi Xu, Jingxi Lu, Chenghao Li, Sreetama Sarkar, Souvik Kundu, Peter A. Beerel

机构 * University of Southern California（南加州大学） ； Intel Labs（英特尔实验室） 纠错

专题命中 其他推理 ：reasoning(abstract)

Causality Matters: How Temporal Information Emerges in Video Language Models

Yumeng Shi, Quanyu Long, Yin Wu, Wenya Wang

专题命中 其他推理 ：reasoning(abstract)

Comments Accepted to AAAI 2026