The Stack Overflow Podcast It’s RAG time for LLMs that need a source of truth
Mar 1, 2024
Delving into Software 2.0 evolution, RAG in LMS, and text chunking strategies. Exploring text embedding for vector databases and metadata use for content management.
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LLMs and Truth
- LLMs don't offer truth, but act as a natural language interface.
- Retrieval augments LLMs by connecting them to a reliable source of truth.
Chunking Strategies
- Chunking is crucial for managing the size and relevance of information given to LLMs.
- Consider context window limits and the "Lost in the Middle" effect.
Chunking Categories
- Two main chunking categories exist: programmatic and content-aware.
- Programmatic chunking includes recursive and sentence-based methods.