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A field extraction benchmark of twenty local models against a hosted flagship shows a cheap-first LLM cascade cuts costs safely. The best small local model got roughly a third of fields right alone. Adding business vocabulary to prompts lifted the small model from 38% to 62% and the flagship from 62% to 100%.
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