Beyond Words: On Large Language Models Actionability in Mission-Critical Risk Analysis
Authors: Matteo Esposito, Francesco Palagiano, Valentina Lenarduzzi, Davide Taibi | Published: 2024-06-11 | Updated: 2024-09-06
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
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
Knowledge-Augmented Language Model Prompting for Zero-Shot Knowledge Graph Question Answering
Authors: Jinheon Baek, Alham Fikri Aji, Amir Saffari | Published: 2023-06-07
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
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
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
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
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
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