Lesson 2.2

Metadata and filtered retrieval

Metadata turns semantic search into scoped semantic search. Filtering by source, type, or date removes whole classes of wrong answer.

Taught byPriya RamanLLMs · RAG · Prompt engineering · Evaluation
12m Advanced 7,243 students

Overview

Metadata turns semantic search into scoped semantic search. Filtering by source, type, or date removes whole classes of wrong answer.

What this lesson covers

  • Attach source, type, and timestamp to every chunk
  • Filter before ranking to cut the candidate set
  • Use metadata to attribute answers back to a source

This lesson sits in Ingestion and Indexing, part of Retrieval-Augmented Generation from Scratch. It assumes what came before it and leads directly into the next lesson in the module.

In this lesson you will:

  • Attach source, type, and timestamp to every chunk
  • Filter before ranking to cut the candidate set
  • Use metadata to attribute answers back to a source

Resources