RAG

On the Vulnerability of Applying Retrieval-Augmented Generation within Knowledge-Intensive Application Domains

Authors: Xun Xian, Ganghua Wang, Xuan Bi, Jayanth Srinivasa, Ashish Kundu, Charles Fleming, Mingyi Hong, Jie Ding | Published: 2024-09-12
RAG
Poisoning

A RAG-Based Question-Answering Solution for Cyber-Attack Investigation and Attribution

Authors: Sampath Rajapaksha, Ruby Rani, Erisa Karafili | Published: 2024-08-12
LLM Performance Evaluation
RAG
Cybersecurity

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
LLM Performance Evaluation
RAG
Risk Management

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

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

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

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

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

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

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