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RAG

혼잣말

신이 아닌 이상 모든 것을 알 순 없어요. 모델도 마찬가지구요.

카테고리

인공지능/데이터

RAG

제목명

유형

부유형

주요 레퍼런스

RAG 개요

Open

기초

https://aws.amazon.com/ko/what-is/retrieval-augmented-generation/

How to choose your RAG - 1

Open

RAG Pipelines

Standard RAG

Corrective RAG

Speculative RAG

Fusion RAG

Agentic RAG

https://www.linkedin.com/posts/bhavishya-pandit_25-types-of-rag-ugcPost-7261595005167796224-FjXW?utm_source=share&utm_medium=member_desktop

https://dev.to/rogiia/build-an-advanced-rag-app-query-rewriting-h3p

https://arxiv.org/pdf/2401.15884

https://arxiv.org/pdf/2305.14002

https://arxiv.org/pdf/2407.08223

https://arxiv.org/pdf/2402.03367

https://arxiv.org/pdf/2408.14484

https://arxiv.org/pdf/2408.00798

https://weaviate.io/blog/what-is-agentic-rag

How to choose your RAG - 2

Open

RAG Pipelines

Self-Reflective RAG

Adaptive RAG

REFEED

REALM

RAPTOR

https://arxiv.org/html/2401.18059v1.18059

https://kentonl.com/pub/gltpc.2020.pdf

https://www.ncloud-forums.com/topic/63/

https://arxiv.org/pdf/2310.11511

https://g3lu.tistory.com/43

https://arxiv.org/pdf/2403.14403

https://arxiv.org/pdf/2305.14002

https://jeonsworld.github.io/NLP/realm/

https://www.chatgptguide.ai/2024/02/29/what-is-autoregressive-model-llms-explained/

https://arxiv.org/pdf/2002.08909

https://arxiv.org/pdf/2401.18059

How to choose your RAG - 3

Open

RAG Pipelines

REVEAL

ReAct

RE-PLUG

MEMO RAG

ATLAS

https://arxiv.org/abs/2212.05221

https://arxiv.org/pdf/2010.11929.pdf

https://bluetickconsultants.medium.com/react-integrating-reasoning-and-acting-with-retrieval-augmented-generation-rag-a6c2e869f763

https://arxiv.org/abs/2301.12652

https://gbdai.tistory.com/64

https://arxiv.org/pdf/2208.03299

https://arxiv.org/pdf/2409.05591

How to choose your RAG - 4

Open

RAG Pipelines

RETRO

AUTO RAG

CORAG

EACO-RAG

RULE RAG

https://velog.io/@nawnoes/RETRO-Improving-language-models-by-retrieving-from-trillions-of-tokens

https://arxiv.org/pdf/2112.04426

http://www.jidum.com/jidums/view.do?jidumId=1096

https://arxiv.org/abs/2410.20878

https://arxiv.org/pdf/2411.00744

https://arxiv.org/pdf/2410.20299

https://arxiv.org/pdf/2407.05131

How to choose your RAG - 5

Open

RAG Pipelines

CORAL

ReSP

ConTReGen

CRAT

Graph RAG

https://arxiv.org/pdf/2410.23090

https://www.aimodels.fyi/papers/arxiv/coral-benchmarking-multi-turn-conversational-retrieval-augmentation

https://arxiv.org/pdf/2407.13101

https://arxiv.org/pdf/2410.15511

https://arxiv.org/pdf/2410.21067

https://www.microsoft.com/en-us/research/blog/graphrag-new-tool-for-complex-data-discovery-now-on-github/

https://microsoft.github.io/graphrag/

https://pseudorec.com/archive/monthly_pseudorec/14/

How to choose your RAG - 6

Open

RAG Pipelines

Hybrid RAG

https://arxiv.org/pdf/2408.04948

https://www.youtube.com/watch?v=cNl-Bi0Dt8g

에이전트 기반 RAG전략

Open

SK AI SUMMIT

https://g3lu.tistory.com/42

https://devocean.sk.com/blog/techBoardDetail.do?ID=165968&boardType=techBlog

https://www.skelterlabs.com/blog/rag-vs-finetuning

https://velog.io/@euisuk-chung/%EC%83%9D%EC%84%B1-AI%EC%9D%98-%ED%95%99%EC%8A%B5-%EB%B0%A9%EC%8B%9D-%EC%A0%9C%EB%A1%9C%EC%83%B7%EC%9B%90%EC%83%B7%ED%93%A8%EC%83%B7-%EB%9F%AC%EB%8B%9D

RAG 기술적 노하우 및 Best Practice

Open

SK AI SUMMIT

Enterprise AI 혁신을 이끄는 RAG 최적화 전략과 사례

Open

SK AI SUMMIT

RetrievalQA Chain

Open

LangChain

RAG

Regacy Chains Migrating Package

https://python.langchain.com/docs/versions/migrating_chains/retrieval_qa/

https://github.com/langchain-ai/langsmith-cookbook/blob/main/hub-examples/retrieval-qa-chain/retrieval-qa.ipynb