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Distilling an LLM's fixed-choice decisions into a hashed int8 table with a Learn-then-Test agreement certificate

Features: word unigrams, word bigrams and character trigrams, FNV-1a hashed; a multinomial logistic model with int8 weights (score = sum of rows / n + bias). Calibration on a held-out slice; the serving threshold is chosen with Learn-then-Test (Clopper-Pearson) so disagreement with the teacher amon…

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  1. 2026-10-12 07:35 · r/LocalLLM
    Distilling an LLM's fixed-choice decisions into a hashed int8 table with a Learn-then-Test agreement certificate

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