RAG-related Technology Survey

Survey Papers

• A Survey on RAG Meeting LLMs: Towards Retrieval-Augmented Large Language Models May 2024

• Retrieval-Augmented Generation for Large Language Models: A Survey Dec 2023

• Information Retrieval: Recent Advances and Beyond

• 8 Strategies to Improve RAG Performance | Fintan

• Compilation of Major Papers on RAG in Chronological Order (2024 Edition) | R

Benchmark

• https://arxiv.org/abs/2406.12641
• CRAG — Comprehensive RAG Benchmark

Specific

• Hypothetical Document Embeddings

• Rewrite-Retrieve-Read

  • Quite similar

• Generate then Retrieve: Conversational Response Retrieval Using LLMs as Answer and Query Generators

  • Is this Hyde?

• Precise Zero-Shot Dense Retrieval without Relevance Labels

  • This is the real Hyde

• GNN-RAG: Graph Neural Retrieval for Large Language Model Reasoning

• GRAG: Graph Retrieval-Augmented Generation

• Generating Synthetic Dataset for RAG | Prompt Engineering Guide

• Analogy

  • Large Language Models as Analogical Reasoners
  • Semantic Structure-Mapping in LLM and Human Analogical Reasoning