Five failure modes that survive constrained decoding, and why your schema validator will never catch them.

The post Your JSON Is Valid but Your Data Is Wrong: Five Failure Modes LLM Structured Outputs Won't Catch appeared first on Towards Data Science.

What I learned after thinking more carefully about Structured Outputs on messy, incomplete data

The post Your LLM Can Return Perfect JSON and Still Be Wrong appeared first on Towards Data Science.

Enterprise Document Intelligence [Vol.1 #14C] - One hour with two people, six to ten fields, and the two signals that separate a real column from one that will break a filter later

The post One Document Type, a Million Files: Structured Extraction into the SQL Table RAG Queries appeared first on Towards Data Science.

Enterprise Document Intelligence [Vol.1 #14C] - One hour with two people, six to ten fields, and the two signals that separate a real column from one that will break a filter later

The post One Document Type, a Million Files: Structured Extraction into the SQL Table RAG Queries appeared first on Towards Data Science.

Why use it? How to implement it? What can we do when it fails?

The post How to Implement Structured Output with Local LLMs appeared first on Towards Data Science.