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## Retrieval-Augmented Generation with Graphs (GraphRAG) **Haoyu Han[1][∗], Yu Wang[2][∗], Harry Shomer[1], Kai Guo[1], Jiayuan Ding[5], Yongjia Lei[2],** **Mahantesh Halappanavar[3], Ryan A. Rossi[4], Subhabrata Mukherjee[5], Xianfeng Tang[6], Qi He[6],** **Zhigang Hua[7], Bo Long[7], Tong Zhao[8], Neil Shah[8], Ami...
{ "id": "2501.00309", "submitter": "Yu Wang", "authors": "Haoyu Han, Yu Wang, Harry Shomer, Kai Guo, Jiayuan Ding, Yongjia Lei,\n Mahantesh Halappanavar, Ryan A. Rossi, Subhabrata Mukherjee, Xianfeng Tang,\n Qi He, Zhigang Hua, Bo Long, Tong Zhao, Neil Shah, Amin Javari, Yinglong Xia,\n Jiliang Tang", "title...
## RAG vs. GraphRAG: A Systematic Evaluation and Key Insights ### Haoyu Han[1], Yu Wang[2], Harry Shomer[1], Yongjia Lei, [2], Kai Guo [1], Zhigang Hua[3], Bo Long [3], Hui Liu[1], Jiliang Tang[1] 1Michigan State University, 2University of Oregon, 3Meta ### {hanhaoy1, shomerha, guokai1, liuhui7, tangjili}@msu.edu {yu...
{ "id": "2502.11371", "submitter": "Haoyu Han", "authors": "Haoyu Han, Harry Shomer, Yu Wang, Yongjia Lei, Kai Guo, Zhigang Hua,\n Bo Long, Hui Liu, Jiliang Tang", "title": "RAG vs. GraphRAG: A Systematic Evaluation and Key Insights", "comments": null, "journal-ref": null, "doi": null, "report-no": nul...
## LIGHTRAG: SIMPLE AND FAST RETRIEVAL-AUGMENTED GENERATION **Zirui Guo[1][,][2], Lianghao Xia[2], Yanhua Yu[1], Tu Ao[1], Chao Huang[2][∗]** Beijing University of Posts and Telecommunications[1] University of Hong Kong[2] zrguo101@hku.hk aka_xia@foxmail.com chaohuang75@gmail.com #### ABSTRACT Retrieval-Augment...
{ "id": "2410.05779", "submitter": "Zirui Guo", "authors": "Zirui Guo, Lianghao Xia, Yanhua Yu, Tu Ao, Chao Huang", "title": "LightRAG: Simple and Fast Retrieval-Augmented Generation", "comments": null, "journal-ref": null, "doi": null, "report-no": null, "categories": "cs.IR cs.AI", "license": "htt...