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Most of Your LLM Calls Should Return a Label and a Probability, Not a Sentence

TL;DR: Routing, triage, moderation and approval prompts pick an answer from a list you wrote in advance. That makes them classifiers, but they usually skip what makes a classifier safe to run: label definitions the model actually follows, a labelled test set, a probability that means something, and…

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  1. 2026-10-14 15:44 · DEV Community — Machine Learning
    Most of Your LLM Calls Should Return a Label and a Probability, Not a Sentence

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