大模型推理能力

Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis

Ayoub Ben Chaliah, Hela Dellagi

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

Explicit v.s. Implicit Memory: Exploring Multi-hop Complex Reasoning Over Personalized Information

Zeyu Zhang, Yang Zhang, Haoran Tan, Rui Li, Xu Chen

机构 * Gaoling School of Artificial Intelligence, Renmin University of China（中国人民大学人工智能学院） ； National University of Singapore（新加坡国立大学） 纠错

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

Comments 15 pages, 13 figures, 3 tables

Towards Reliable Multi-Agent Systems for Marketing Applications via Reflection, Memory, and Planning

Lorenzo Jaime Yu Flores, Junyi Shen, Goodman Gu

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

Synchronization Dynamics of Heterogeneous, Collaborative Multi-Agent AI Systems

Chiranjit Mitra

机构 * Independent Researcher（独立研究者） 纠错

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

Comments 9 pages, 6 figures

LEGO-GraphRAG: Modularizing Graph-based Retrieval-Augmented Generation for Design Space Exploration

Yukun Cao, Zengyi Gao, Zhiyang Li, Xike Xie, S. Kevin Zhou, Jianliang Xu

机构 * University of Science and Technology of China（中国科学技术大学） ； Hong Kong Baptist University（香港 Baptist 大学） 纠错

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

Comments VLDB'2025 [Experiment, Analysis & Benchmark]

Chain-of-Agents: End-to-End Agent Foundation Models via Multi-Agent Distillation and Agentic RL

Weizhen Li, Jianbo Lin, Zhuosong Jiang, Jingyi Cao, Xinpeng Liu, Jiayu Zhang, Zhenqiang Huang, Qianben Chen, Weichen Sun, Qiexiang Wang, Hongxuan Lu, Tianrui Qin, Chenghao Zhu, Yi Yao, Shuying Fan, Xiaowan Li, Tiannan Wang, Pai Liu, King Zhu, He Zhu, Dingfeng Shi, Piaohong Wang, Yeyi Guan, Xiangru Tang, Minghao Liu, Yuchen Eleanor Jiang, Jian Yang, Jiaheng Liu, Ge Zhang, Wangchunshu Zhou

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

Comments 51 pages

Universal Abstraction: Harnessing Frontier Models to Structure Real-World Data at Scale

Cliff Wong, Sam Preston, Qianchu Liu, Zelalem Gero, Jaspreet Bagga, Sheng Zhang, Shrey Jain, Theodore Zhao, Yu Gu, Yanbo Xu, Sid Kiblawi, Srinivasan Yegnasubramanian, Taxiarchis Botsis, Marvin Borja, Luis M. Ahumada, Joseph C. Murray, Guo Hui Gan, Roshanthi Weerasinghe, Kristina Young, Rom Leidner, Brian Piening, Carlo Bifulco, Tristan Naumann, Mu Wei, Hoifung Poon

机构 * Microsoft Research（微软研究院） ； Johns Hopkins University School of Medicine（约翰霍普金斯大学医学院） ； Providence Portland Medical Center（普罗维德波特医疗中心） ； Earle A. Chiles Research Institute（埃勒·A·奇尔斯研究所） ； Providence Research Network（普罗维德研究网络） ； Providence Genomics（普罗维德基因组学） ； The Oregon Clinic（俄勒冈诊所） 纠错

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