大模型推理能力

TokenSkip: Controllable Chain-of-Thought Compression in LLMs

Heming Xia, Chak Tou Leong, Wenjie Wang, Yongqi Li, Wenjie Li

机构 * Department of Computing, The Hong Kong Polytechnic University（计算学系，香港理工大学） 纠错

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

Comments EMNLP 2025 (Long Paper), camera-ready version

All Roads Lead to Rome: Graph-Based Confidence Estimation for Large Language Model Reasoning

Caiqi Zhang, Chang Shu, Ehsan Shareghi, Nigel Collier

机构 * University of Cambridge（剑桥大学） ； Monash University（墨尔本大学） 纠错

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

Comments EMNLP 2025 Main

Toward Ownership Understanding of Objects: Active Question Generation with Large Language Model and Probabilistic Generative Model

Saki Hashimoto, Shoichi Hasegawa, Tomochika Ishikawa, Akira Taniguchi, Yoshinobu Hagiwara, Lotfi El Hafi, Tadahiro Taniguchi

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

Comments Submitted to AROB-ISBC 2026 (Journal Track option)

Shapes of Cognition for Computational Cognitive Modeling

Marjorie McShane, Sergei Nirenburg, Sanjay Oruganti, Jesse English

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

ResidualViT for Efficient Temporally Dense Video Encoding

Mattia Soldan, Fabian Caba Heilbron, Bernard Ghanem, Josef Sivic, Bryan Russell

机构 * KAUST（科威特科学与技术王国（KAUST）） ； CIIRC CTU（布拉格技术大学智能信息与计算研究中心（CIIRC CTU）） ； Adobe Research（Adobe研究） 纠错

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

A Scenario-Driven Cognitive Approach to Next-Generation AI Memory

Linyue Cai, Yuyang Cheng, Xiaoding Shao, Huiming Wang, Yong Zhao, Wei Zhang, Kang Li

机构 * School of Computer Science, Sichuan University（四川大学计算机学院） ； School of Cyber Science and Engineering, Sichuan University（四川大学网络科学与工程学院） ； West China Biomedical Big Data Center, Sichuan University West China Hospital（四川大学华西生物医学大数据中心） 纠错

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

GView: A Survey of Binary Forensics via Visual, Semantic, and AI-Enhanced Analysis

Raul Zaharia, Dragoş Gavriluţ, Gheorghiţă Mutu

机构 * Al. I. Cuza University \& Bitdefender, Iași, Romania 纠错

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

Comments In Proceedings FROM 2025, arXiv:2509.11877

Journal ref EPTCS 427, 2025, pp. 134-140

Redefining CX with Agentic AI: Minerva CQ Case Study

Garima Agrawal, Riccardo De Maria, Kiran Davuluri, Daniele Spera, Charlie Read, Cosimo Spera, Jack Garrett, Don Miller

机构 * Minerva CQ AI Research Division（Minerva CQ人工智能研究部） 纠错

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

The Strawberry Problem: Emergence of Character-level Understanding in Tokenized Language Models

Adrian Cosma, Stefan Ruseti, Emilian Radoi, Mihai Dascalu

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

Comments Accepted at EMNLP 2025 Main as Oral Presentation (Top 15% of accepted papers)