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Understanding why deterministic output from LLMs is nearly impossible

The Dream of Perfect Reproducibility If you’re building products that extract structured data from unstructured documents—like we do at Unstract—you’ve probably had this thought: “Why can’t I get the exact same JSON output every time I process the same invoice through my LLM pipeline?” It’s a fair question, and one that keeps many of us up at night. Here’s the thing: when you’re processing thousands of documents with virtually unlimited format variations—invoices from different vendors, contract...

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