Graph Neural Network Enhanced Retrieval for Question Answering of LLMs

Graph Neural Network Enhanced Retrieval for Question Answering of LLMs

3 June 2024

Jiawei Shao

Lei Song

Jiang Bian

Papers citing "Graph Neural Network Enhanced Retrieval for Question Answering of LLMs"

13 / 13 papers shown

Title
Simple Is Effective: The Roles of Graphs and Large Language Models in Knowledge-Graph-Based Retrieval-Augmented Generation Mufei Li Siqi Miao Pan Li RALM 99 11 0 28 Oct 2024
Graph of Records: Boosting Retrieval Augmented Generation for Long-context Summarization with Graphs Haozhen Zhang Tao Feng Jiaxuan You AI4TS RALM 95 4 0 14 Oct 2024
RAPTOR: Recursive Abstractive Processing for Tree-Organized Retrieval Parth Sarthi Salman Abdullah Aditi Tuli Shubh Khanna Anna Goldie Christopher D. Manning RALM 50 131 0 31 Jan 2024
Large Language Models on Graphs: A Comprehensive Survey Bowen Jin Gang Liu Chi Han Meng Jiang Heng Ji Jiawei Han AI4CE 71 149 0 05 Dec 2023
Retrieval-Generation Synergy Augmented Large Language Models Zhangyin Feng Xiaocheng Feng Dezhi Zhao Maojin Yang Bing Qin LRM RALM 26 30 0 08 Oct 2023
Knowledge Graph Prompting for Multi-Document Question Answering Yu Wang Nedim Lipka Ryan Rossi Alexa F. Siu Ruiyi Zhang Hanyu Wang RALM 54 122 0 22 Aug 2023
Think-on-Graph: Deep and Responsible Reasoning of Large Language Model on Knowledge Graph Jiashuo Sun Chengjin Xu Lumingyuan Tang Saizhuo Wang Chen Lin Yeyun Gong Lionel M. Ni H. Shum Jian Guo LRM 55 77 0 15 Jul 2023
StructGPT: A General Framework for Large Language Model to Reason over Structured Data Jinhao Jiang Kun Zhou Zican Dong Keming Ye Wayne Xin Zhao Ji-Rong Wen LRM LMTD RALM 75 276 0 16 May 2023
Measuring and Narrowing the Compositionality Gap in Language Models Ofir Press Muru Zhang Sewon Min Ludwig Schmidt Noah A. Smith M. Lewis ReLM KELM LRM 103 595 0 07 Oct 2022
UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models Tianbao Xie Chen Henry Wu Peng Shi Ruiqi Zhong Torsten Scholak ... Lingpeng Kong Rui Zhang Noah A. Smith Luke Zettlemoyer Tao Yu LMTD 71 297 0 16 Jan 2022
Unsupervised Dense Information Retrieval with Contrastive Learning Gautier Izacard Mathilde Caron Lucas Hosseini Sebastian Riedel Piotr Bojanowski Armand Joulin Edouard Grave RALM 113 864 0 16 Dec 2021
Knowledge Guided Text Retrieval and Reading for Open Domain Question Answering Sewon Min Danqi Chen Luke Zettlemoyer Hannaneh Hajishirzi RALM 58 105 0 10 Nov 2019
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 631 11,979 0 27 Aug 2019