大模型推理能力

Unspoken Hints: Accuracy Without Acknowledgement in LLM Reasoning

Arash Marioriyad, Shaygan Adim, Nima Alighardashi, Mahdieh Soleymani Banghshah, Mohammad Hossein Rohban

专题命中 数学推理 ：reasoning(title,abstract)；chain-of-thought(abstract)；CoT(abstract)；logical reasoning(abstract)

Comments 5 Pages, 4 Figures, 4 Tables

Journal ref 39th Conference on Neural Information Processing Systems, 2025, Workshop: Reliable ML from Unreliable Data

OmniDraft: A Cross-vocabulary, Online Adaptive Drafter for On-device Speculative Decoding

Ramchalam Kinattinkara Ramakrishnan, Zhaocong Yuan, Shaojie Zhuo, Chen Feng, Yicheng Lin, Chenzheng Su, Xiaopeng Zhang

机构 * Qualcomm AI Research（高通人工智能研究） 纠错

专题命中 数学推理 ：reasoning(abstract)；math reasoning(abstract)；分类 cs.CL、cs.LG

Comments Accepted to NeurIPS 2025

TopoAlign: A Framework for Aligning Code to Math via Topological Decomposition

Yupei Li, Philipp Borchert, Gerasimos Lampouras

机构 * Imperial College London（帝国学院伦敦分校） ； Huawei Noah’s Ark Lab（华为诺亚方舟实验室） 纠错

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

CARVQ: Corrective Adaptor with Group Residual Vector Quantization for LLM Embedding Compression

Dayin Gou, Sanghyun Byun, Nilesh Malpeddi, Gabrielle De Micheli, Prathamesh Vaste, Jacob Song, Woo Seong Chung

机构 * LG Electronics USA（LG电子美国公司） 纠错

专题命中 数学推理 ：reasoning(abstract)；分类 cs.LG

Comments Accepted at EMNLP Findings 2025

RAG-Anything: All-in-One RAG Framework

Zirui Guo, Xubin Ren, Lingrui Xu, Jiahao Zhang, Chao Huang

机构 * The University of Hong Kong（香港大学） 纠错

专题命中 数学推理 ：reasoning(abstract)；分类 cs.AI

Large Language Models in Operations Research: Methods, Applications, and Challenges

Yang Wang, Kai Li

机构 * University of Chinese Academy of Sciences（中国科学院大学） ； Institute of Automation Chinese Academy of Sciences（中国科学院自动化研究所） ； School of Artificial Intelligence University of Chinese Academy of Sciences（中国科学院大学人工智能学院） 纠错

专题命中 数学推理 ：reasoning(abstract)；分类 cs.AI

Can Graph Descriptive Order Affect Solving Graph Problems with LLMs?

Yuyao Ge, Shenghua Liu, Baolong Bi, Yiwei Wang, Lingrui Mei, Wenjie Feng, Lizhe Chen, Xueqi Cheng

机构 * Institute of Computing Technology, Chinese Academy of Sciences（中国科学院计算技术研究所） ； University of California, Merced（加州大学默塞德分校） ； SAIDS, University of Science and Technology of China（中国科学技术大学SAIDS） ； Tsinghua University（清华大学） 纠错

专题命中 数学推理 ：reasoning(abstract)；分类 cs.AI

Comments Accepted to ACL 2025 main conference