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Update 2024-08-18-RAG.md
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rkuo2000 authored Nov 11, 2024
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<tr><td>Perspective API</td><td>0.728</td><td>0.787</td><td>0.532</td><td>0.699</td></tr>
</table>

---
## GraphRAG
**Blog:** [從 RAG 到 GraphRAG:透過圖譜節點關係增強回應精確度](https://idataagent.com/2024/05/06/from-rag-to-graphrag-enhance-response-accuracy-through-graph-node-relationships/)<br>
![](https://miro.medium.com/v2/resize:fit:786/format:webp/0*22VVg9YOaqHLRJ0-)

**Blog:** [GraphRAG: Unlocking LLM discovery on narrative private data)](https://www.microsoft.com/en-us/research/blog/graphrag-unlocking-llm-discovery-on-narrative-private-data/)<br>

**Paper:** [From Local to Global: A Graph RAG Approach to Query-Focused Summarization](https://arxiv.org/pdf/2404.16130)<br>
**Code:** <br>
* [GraphRAG Accelerator](https://github.com/Azure-Samples/graphrag-accelerator)
* [GraphRAG Library](https://github.com/microsoft/graphrag)

---
### HippoRAG
**Paper:** [HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models](https://arxiv.org/abs/2405.14831)<br>
**Code:** [https://github.com/OSU-NLP-Group/HippoRAG](https://github.com/OSU-NLP-Group/HippoRAG)<br>
![](https://github.com/OSU-NLP-Group/HippoRAG/raw/main/images/hook_figure.png)

---
### [Contextual Retrieval RAG](https://www.anthropic.com/news/contextual-retrieval)
[Anthropic Prompt Caching](https://github.com/anthropics/anthropic-cookbook/blob/main/misc/prompt_caching.ipynb)<br>
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**Kaggle:** [https://www.kaggle.com/code/rkuo2000/llm-llamaindex](https://www.kaggle.com/code/rkuo2000/llm-llamaindex)

---
## Applications

### [RAG using LlamaIndex framework to build a simple chatbot, to Q&A a bunch of documents](https://abvijaykumar.medium.com/prompt-engineering-retrieval-augmented-generation-rag-cd63cdc6b00)
![](https://miro.medium.com/v2/resize:fit:720/format:webp/1*PL-HZqYOdczK4PoZjEPlKQ.png)

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![](https://i.imgur.com/oWhiZHb.png)
**Code:** [https://github.com/HuskyInSalt/CRAG](https://github.com/HuskyInSalt/CRAG)<br>

---
### GRAG
**Paper:** [From Local to Global: A Graph RAG Approach to Query-Focused Summarization](https://arxiv.org/pdf/2404.16130)<br>
**Paper:** [GRAG: Graph Retrieval-Augmented Generation](https://arxiv.org/abs/2405.16506)<br>
**Blog:** [GraphRAG: Unlocking LLM discovery on narrative private data](https://www.microsoft.com/en-us/research/blog/graphrag-unlocking-llm-discovery-on-narrative-private-data/)<br>
**Blog:** [Knowledge Graph + RAG | Microsoft GraphRAG 實作與視覺化教學](https://medium.com/@cch.chichieh/knowledge-graph-rag-microsoft-graphrag-%E5%AF%A6%E4%BD%9C%E8%88%87%E8%A6%96%E8%A6%BA%E5%8C%96%E6%95%99%E5%AD%B8-ac07991855e6)
**Code:** [https://github.com/microsoft/graphrag](https://github.com/microsoft/graphrag)<br>
**Code:** [GraphRAG Accelerator](https://github.com/Azure-Samples/graphrag-accelerator)<br>

---
### HippoRAG
**Paper:** [HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models](https://arxiv.org/abs/2405.14831)<br>
**Code:** [https://github.com/OSU-NLP-Group/HippoRAG](https://github.com/OSU-NLP-Group/HippoRAG)<br>
![](https://github.com/OSU-NLP-Group/HippoRAG/raw/main/images/hook_figure.png)

---
### TAG (Table-Augmented Generation)
**Paper:** [Text2SQL is Not Enough: Unifying AI and Databases with TAG](https://arxiv.org/abs/2408.14717)<br>
**Blog:** [Goodbye, Text2SQL: Why Table-Augmented Generation (TAG) is the Future of AI-Driven Data Queries!](https://ai.plainenglish.io/goodbye-text2sql-why-table-augmented-generation-tag-is-the-future-of-ai-driven-data-queries-892e24e06922)<br>
**Code:** [https://github.com/TAG-Research/TAG-Bench](https://github.com/TAG-Research/TAG-Bench)<br>
![](https://github.com/TAG-Research/TAG-Bench/raw/main/assets/tag.png)
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