RAG

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

Authors: Darren Edge, Ha Trinh, Newman Cheng, Joshua Bradley, Alex Chao, Apurva Mody, Steven Truitt, Dasha Metropolitansky, Robert Osazuwa Ness, Jonathan Larson | Published: 2024-04-24 | Updated: 2025-02-19
RAG
Explainability of Graph Machine Learning
Data Extraction and Analysis
2024.04.24 2025.05.27
Literature Database

Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection

Authors: Akari Asai, Zeqiu Wu, Yizhong Wang, Avirup Sil, Hannaneh Hajishirzi | Published: 2023-10-17
RAG
Data Generation Method
Framework
2023.10.17 2025.05.28
Literature Database

Knowledge-Augmented Language Model Prompting for Zero-Shot Knowledge Graph Question Answering

Authors: Jinheon Baek, Alham Fikri Aji, Amir Saffari | Published: 2023-06-07
RAG
Movie Cast
Knowledge Graph
2023.06.07 2025.05.28
Literature Database

Enhancing Retrieval-Augmented Large Language Models with Iterative Retrieval-Generation Synergy

Authors: Zhihong Shao, Yeyun Gong, Yelong Shen, Minlie Huang, Nan Duan, Weizhu Chen | Published: 2023-05-24 | Updated: 2023-10-23
RAG
Role of Artificial Intelligence
Information Retrieval
2023.05.24 2025.05.28
Literature Database

Query Rewriting for Retrieval-Augmented Large Language Models

Authors: Xinbei Ma, Yeyun Gong, Pengcheng He, Hai Zhao, Nan Duan | Published: 2023-05-23 | Updated: 2023-10-23
RAG
Reinforcement Learning Environment
Information Retrieval
2023.05.23 2025.05.28
Literature Database

Active Retrieval Augmented Generation

Authors: Zhengbao Jiang, Frank F. Xu, Luyu Gao, Zhiqing Sun, Qian Liu, Jane Dwivedi-Yu, Yiming Yang, Jamie Callan, Graham Neubig | Published: 2023-05-11 | Updated: 2023-10-22
RAG
Information Extraction Method
Question Generation Method
2023.05.11 2025.05.28
Literature Database

In-Context Retrieval-Augmented Language Models

Authors: Ori Ram, Yoav Levine, Itay Dalmedigos, Dor Muhlgay, Amnon Shashua, Kevin Leyton-Brown, Yoav Shoham | Published: 2023-01-31 | Updated: 2023-08-01
RAG
Data Generation Method
Performance Evaluation
2023.01.31 2025.05.28
Literature Database

Generate rather than Retrieve: Large Language Models are Strong Context Generators

Authors: Wenhao Yu, Dan Iter, Shuohang Wang, Yichong Xu, Mingxuan Ju, Soumya Sanyal, Chenguang Zhu, Michael Zeng, Meng Jiang | Published: 2022-09-21 | Updated: 2023-01-25
RAG
Data Generation Method
Knowledge Extraction Method
2022.09.21 2025.05.28
Literature Database

Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks

Authors: Patrick Lewis, Ethan Perez, Aleksandra Piktus, Fabio Petroni, Vladimir Karpukhin, Naman Goyal, Heinrich Küttler, Mike Lewis, Wen-tau Yih, Tim Rocktäschel, Sebastian Riedel, Douwe Kiela | Published: 2020-05-22 | Updated: 2021-04-12
RAG
Information Extraction Method
Knowledge Extraction Method
2020.05.22 2025.05.28
Literature Database

REALM: Retrieval-Augmented Language Model Pre-Training

Authors: Kelvin Guu, Kenton Lee, Zora Tung, Panupong Pasupat, Ming-Wei Chang | Published: 2020-02-10
RAG
Data Generation Method
Knowledge Extraction Method
2020.02.10 2025.05.28
Literature Database