Best Practices for Using Structured Output from LLMs

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1. A new benchmark for testing LLMs for deterministic outputs

   interfaze.ai

   A multi-source LLM benchmark across text, image, and audio that measures JSON value accuracy per field, not just schema compliance. 7 metrics, full leaderboard.

   HNHacker News60점

2. Structured output from LLMs without reprompting

   automorphic.ai

   Built a tool for transforming unstructured data into structured outputs using language models (with 100% adherence).

   HNHacker News174점

3. ragapi

   ragapi.com

   an API for using LLMs on your own data

   HNHacker News12점

4. A lightweight LLM proxy to get structured results from most LLMs

   l1m.io

   After struggling with complex prompt engineering and unreliable parsing, we built L1M, a simple API that lets you extract structured data from unstructured text and images.

   HNHacker News13점

5. Auto-generate hard evaluation data for LLMs

   talc.ai

   HNHacker News14점