大模型推理能力

Emotion-o1: Adaptive Long Reasoning for Emotion Understanding in LLMs

Changhao Song, Yazhou Zhang, Hui Gao, Kaiyun Huang, Peng Zhang

专题命中 复杂问题求解 ：reasoning(title,abstract)；chain-of-thought(abstract)；CoT(abstract)；分类 cs.CL

Hop, Skip, and Overthink: Diagnosing Why Reasoning Models Fumble during Multi-Hop Analysis

Anushka Yadav, Isha Nalawade, Srujana Pillarichety, Yashwanth Babu, Reshmi Ghosh, Samyadeep Basu, Wenlong Zhao, Ali Nasaeh, Sriram Balasubramanian, Soundararajan Srinivasan

机构 * Microsoft（微软公司） ； University of Massachusetts（马萨诸塞大学） ； University of Maryland（马里兰大学） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

From Sufficiency to Reflection: Reinforcement-Guided Thinking Quality in Retrieval-Augmented Reasoning for LLMs

Jie He, Victor Gutiérrez-Basulto, Jeff Z. Pan

机构 * School of Informatics, University of Edinburgh, UK（爱丁堡大学信息学院） ； School of Computer Science and Informatics, Cardiff University, UK（卡迪夫大学计算机科学与信息学院） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL

I Have Covered All the Bases Here: Interpreting Reasoning Features in Large Language Models via Sparse Autoencoders

Andrey Galichin, Alexey Dontsov, Polina Druzhinina, Anton Razzhigaev, Oleg Y. Rogov, Elena Tutubalina, Ivan Oseledets

机构 * AIRI ； MTUCI ； Skoltech ； Sber ； HSE 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL

FinMMR: Make Financial Numerical Reasoning More Multimodal, Comprehensive, and Challenging

Zichen Tang, Haihong E, Jiacheng Liu, Zhongjun Yang, Rongjin Li, Zihua Rong, Haoyang He, Zhuodi Hao, Xinyang Hu, Kun Ji, Ziyan Ma, Mengyuan Ji, Jun Zhang, Chenghao Ma, Qianhe Zheng, Yang Liu, Yiling Huang, Xinyi Hu, Qing Huang, Zijian Xie, Shiyao Peng

机构 * Beijing University of Posts and Telecommunications（北京邮电大学） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)

Comments Accepted by ICCV 2025. arXiv admin note: text overlap with arXiv:2311.06602 by other authors

Knowledge to Sight: Reasoning over Visual Attributes via Knowledge Decomposition for Abnormality Grounding

Jun Li, Che Liu, Wenjia Bai, Mingxuan Liu, Rossella Arcucci, Cosmin I. Bercea, Julia A. Schnabel

机构 * Technical University of Munich（慕尼黑技术大学） ； Munich Center for Machine Learning（慕尼黑机器学习中心） ； Imperial College London（伦敦帝国学院） ； University of Trento（特伦托大学） ； Helmholtz AI and Helmholtz Munich（海德堡人工智能与海德堡慕尼黑） ； King’s College London（伦敦国王学院） 纠错

专题命中 复杂问题求解 ：reasoning(title)

Eliciting and Analyzing Emergent Misalignment in State-of-the-Art Large Language Models

Siddhant Panpatil, Hiskias Dingeto, Haon Park

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.AI

ASTRA: Autonomous Spatial-Temporal Red-teaming for AI Software Assistants

Xiangzhe Xu, Guangyu Shen, Zian Su, Siyuan Cheng, Hanxi Guo, Lu Yan, Xuan Chen, Jiasheng Jiang, Xiaolong Jin, Chengpeng Wang, Zhuo Zhang, Xiangyu Zhang

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.LG

Comments The first two authors (Xiangzhe Xu and Guangyu Shen) contributed equally to this work

Tensorized Clustered LoRA Merging for Multi-Task Interference

Zhan Su, Fengran Mo, Guojun Liang, Jinghan Zhang, Bingbing Wen, Prayag Tiwari, Jian-Yun Nie

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.LG

Transferring Expert Cognitive Models to Social Robots via Agentic Concept Bottleneck Models

Xinyu Zhao, Zhen Tan, Maya Enisman, Minjae Seo, Marta R. Durantini, Dolores Albarracin, Tianlong Chen

机构 * The University of North Carolina at Chapel Hill（北卡罗来纳大学教堂山分校） ； Arizona State University（亚利桑那州立大学） ； University of Pennsylvania（宾夕法尼亚大学） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Comments 27 pages, 7 figures

Neuron-based Multifractal Analysis of Neuron Interaction Dynamics in Large Models

Xiongye Xiao, Heng Ping, Chenyu Zhou, Defu Cao, Yaxing Li, Yi-Zhuo Zhou, Shixuan Li, Nikos Kanakaris, Paul Bogdan

机构 * University of Southern California（美国南加州大学） ； University of California（加州大学） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

Comments Accepted at ICLR 2025. OpenReview: https://openreview.net/forum?id=nt8gBX58Kh

BridgeScope: A Universal Toolkit for Bridging Large Language Models and Databases

Lianggui Weng, Dandan Liu, Rong Zhu, Bolin Ding, Jingren Zhou

专题命中 复杂问题求解 ：reasoning(abstract)

Comments 6 pages, 6 figures