From Local to Global: A Graph RAG Approach to Query-Focused Summarization

20 February 2025

Dasha Metropolitansky

Papers citing "From Local to Global: A Graph RAG Approach to Query-Focused Summarization"

26 / 276 papers shown

Title
Knowledge Graph Prompting for Multi-Document Question Answering Yu Wang Nedim Lipka Ryan Rossi Alexa F. Siu Ruiyi Zhang Hanyu Wang RALM 56 122 0 22 Aug 2023
Llama 2: Open Foundation and Fine-Tuned Chat Models Hugo Touvron Louis Martin Kevin R. Stone Peter Albert Amjad Almahairi ... Sharan Narang Aurelien Rodriguez Robert Stojnic Sergey Edunov Thomas Scialom AI4MH ALM 213 11,636 0 18 Jul 2023
Lost in the Middle: How Language Models Use Long Contexts Nelson F. Liu Kevin Lin John Hewitt Ashwin Paranjape Michele Bevilacqua Fabio Petroni Percy Liang RALM 77 1,521 0 06 Jul 2023
From Query Tools to Causal Architects: Harnessing Large Language Models for Advanced Causal Discovery from Data Taiyu Ban Lyvzhou Chen Xiangyu Wang Huanhuan Chen ELM 48 60 0 29 Jun 2023
Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena Lianmin Zheng Wei-Lin Chiang Ying Sheng Siyuan Zhuang Zhanghao Wu ... Dacheng Li Eric Xing Haotong Zhang Joseph E. Gonzalez Ion Stoica ALM OSLM ELM 255 4,186 0 09 Jun 2023
Knowledge Graph-Augmented Language Models for Knowledge-Grounded Dialogue Generation Minki Kang Jin Myung Kwak Jinheon Baek Sung Ju Hwang RALM 59 58 0 30 May 2023
Enhancing Retrieval-Augmented Large Language Models with Iterative Retrieval-Generation Synergy Zhihong Shao Yeyun Gong Yelong Shen Minlie Huang Nan Duan Weizhu Chen RALM LRM KELM 48 242 0 24 May 2023
Enhancing Knowledge Graph Construction Using Large Language Models Milena Trajanoska Riste Stojanov D. Trajanov 46 54 0 08 May 2023
Lift Yourself Up: Retrieval-augmented Text Generation with Self Memory Xin Cheng Di Luo Preslav Nakov Lemao Liu Dongyan Zhao Rui Yan RALM 159 95 0 03 May 2023
Graph-ToolFormer: To Empower LLMs with Graph Reasoning Ability via Prompt Augmented by ChatGPT Jiawei Zhang LRM 63 77 0 10 Apr 2023
SelfCheckGPT: Zero-Resource Black-Box Hallucination Detection for Generative Large Language Models Potsawee Manakul Adian Liusie Mark Gales HILM LRM 176 416 0 15 Mar 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 758 13,788 0 15 Mar 2023
Is ChatGPT a Good NLG Evaluator? A Preliminary Study Jiaan Wang Yunlong Liang Fandong Meng Zengkui Sun Haoxiang Shi Zhixu Li Jinan Xu Jianfeng Qu Jie Zhou LM&MA ELM ALM AI4MH 95 458 0 07 Mar 2023
In-Context Retrieval-Augmented Language Models Ori Ram Yoav Levine Itay Dalmedigos Dor Muhlgay Amnon Shashua Kevin Leyton-Brown Y. Shoham KELM RALM LRM 74 570 0 31 Jan 2023
Demonstrate-Search-Predict: Composing retrieval and language models for knowledge-intensive NLP Omar Khattab Keshav Santhanam Xiang Lisa Li David Leo Wright Hall Percy Liang Christopher Potts Matei A. Zaharia RALM KELM 64 260 0 28 Dec 2022
Interleaving Retrieval with Chain-of-Thought Reasoning for Knowledge-Intensive Multi-Step Questions H. Trivedi Niranjan Balasubramanian Tushar Khot Ashish Sabharwal KELM RALM LRM 73 441 0 20 Dec 2022
Graph Learning and Its Advancements on Large Language Models: A Holistic Survey Shaopeng Wei Yu Zhao Xingyan Chen Qing Li Fuzhen Zhuang Ji Liu Fuji Ren Gang Kou AI4CE 81 5 0 17 Dec 2022
Domain Adaptation with Pre-trained Transformers for Query Focused Abstractive Text Summarization Md Tahmid Rahman Laskar Enamul Hoque J. Huang 63 45 0 22 Dec 2021
Text Summarization with Latent Queries Yumo Xu Mirella Lapata RALM HILM 40 11 0 31 May 2021
A Survey of Community Detection Approaches: From Statistical Modeling to Deep Learning Di Jin Zhizhi Yu Pengfei Jiao Shirui Pan Dongxiao He Hongzhi Zhang Philip S. Yu Weixiong Zhang GNN 146 281 0 03 Jan 2021
Generation-Augmented Retrieval for Open-domain Question Answering Yuning Mao Pengcheng He Xiaodong Liu Yelong Shen Jianfeng Gao Jiawei Han Weizhu Chen RALM 69 246 0 17 Sep 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 521 41,106 0 28 May 2020
Talking datasets: Understanding data sensemaking behaviours Laura M. Koesten Kathleen Gregory Paul T. Groth Elena Simperl 16 59 0 20 Nov 2019
Hierarchical Transformers for Multi-Document Summarization Yang Liu Mirella Lapata 92 296 0 30 May 2019
HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering Zhilin Yang Peng Qi Saizheng Zhang Yoshua Bengio William W. Cohen Ruslan Salakhutdinov Christopher D. Manning RALM 122 2,577 0 25 Sep 2018
Query Focused Abstractive Summarization: Incorporating Query Relevance, Multi-Document Coverage, and Summary Length Constraints into seq2seq Models Tal Baumel Matan Eyal Michael Elhadad 65 98 0 23 Jan 2018