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Structured Hierarchical Retrieval - LlamaIndex 🦙 0.9.20 #170

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irthomasthomas opened this issue Dec 22, 2023 · 0 comments
Open
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Structured Hierarchical Retrieval - LlamaIndex 🦙 0.9.20 #170

irthomasthomas opened this issue Dec 22, 2023 · 0 comments
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AI-Agents Autonomous AI agents using LLMs Algorithms Sorting, Learning or Classifying. All algorithms go here. Automation Automate the things embeddings vector embeddings and related tools llm Large Language Models llm-experiments experiments with large language models llm-function-calling Function Calling with Large Language Models RAG Retrieval Augmented Generation for LLMs unclassified Choose this if none of the other labels (bar New Label) fit the content.

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@irthomasthomas
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But selecting the documents can be tough - how can we dynamically select documents based on different properties depending on the user query?

In this notebook we show you our multi-document RAG architecture:

Represent each document as a concise metadata dictionary containing different properties: an extracted summary along with structured metadata.

Store this metadata dictionary as filters within a vector database.

Given a user query, first do auto-retrieval - infer the relevant semantic query and the set of filters to query this data (effectively combining text-to-SQL and semantic search).
@irthomasthomas irthomasthomas added documentation embeddings vector embeddings and related tools llm Large Language Models llm-experiments experiments with large language models Automation Automate the things AI-Agents Autonomous AI agents using LLMs Algorithms Sorting, Learning or Classifying. All algorithms go here. unclassified Choose this if none of the other labels (bar New Label) fit the content. llm-function-calling Function Calling with Large Language Models RAG Retrieval Augmented Generation for LLMs labels Dec 22, 2023
@irthomasthomas irthomasthomas mentioned this issue Mar 16, 2024
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@ShellLM ShellLM mentioned this issue Aug 11, 2024
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AI-Agents Autonomous AI agents using LLMs Algorithms Sorting, Learning or Classifying. All algorithms go here. Automation Automate the things embeddings vector embeddings and related tools llm Large Language Models llm-experiments experiments with large language models llm-function-calling Function Calling with Large Language Models RAG Retrieval Augmented Generation for LLMs unclassified Choose this if none of the other labels (bar New Label) fit the content.
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