大模型推理能力

KERAG: Knowledge-Enhanced Retrieval-Augmented Generation for Advanced Question Answering

Yushi Sun, Kai Sun, Yifan Ethan Xu, Xiao Yang, Xin Luna Dong, Nan Tang, Lei Chen

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

Comments Accepted by EMNLP Findings 2025

COCORELI: Cooperative, Compositional Reconstitution \& Execution of Language Instructions

Swarnadeep Bhar, Omar Naim, Eleni Metheniti, Bastien Navarri, Loïc Cabannes, Morteza Ezzabady, Nicholas Asher

机构 * IRIT ； ENS Paris-Saclay（巴黎-萨克雷大学） ； CNRS（国家科学研究中心） 纠错

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

Comments 18 pages

Research on Multi-hop Inference Optimization of LLM Based on MQUAKE Framework

Zucheng Liang, Wenxin Wei, Kaijie Zhang, Hongyi Chen

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

From Frege to chatGPT: Compositionality in language, cognition, and deep neural networks

Jacob Russin, Sam Whitman McGrath, Danielle J. Williams

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

Comments 19 pages (28 pages including references), 2 figures. Forthcoming in an edited volume on neuroscience and philosophy

OSC: Cognitive Orchestration through Dynamic Knowledge Alignment in Multi-Agent LLM Collaboration

Jusheng Zhang, Yijia Fan, Kaitong Cai, Xiaofei Sun, Keze Wang

机构 * Sun Yat-sen University（中山大学） ； Alibaba Group（阿里巴巴集团） 纠错

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

Comments Accepted at EMNLP 2025 (Long Paper)

TemporalFlowViz: Parameter-Aware Visual Analytics for Interpreting Scramjet Combustion Evolution

Yifei Jia, Shiyu Cheng, Yu Dong, Guan Li, Dong Tian, Ruixiao Peng, Xuyi Lu, Yu Wang, Wei Yao, Guihua Shan

专题命中 复杂问题求解 ：reasoning(abstract)