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thaki-AI/daily-paper-2026-10-22-humanize-floor-style-cost-quantization-dpo

The Humanize Floor: Measuring the Prose-Style Cost of NVFP4 Quantization and DPO Distillation on a Deterministic Judge-Free Style Gate in a Self-Hosted H200 Token Factory TL;DR — We add a third, deterministic, judge-free style axis to self-hosted model-promotion pipelines: a humanize floor built from two hand-checkable surface tells (A-18 leftward-appositive nesting and E-2 repeated terminators), z-normalized against a declared reference corpus and anchored to the raw base… See the full description on the dataset page: https://huggingface.co/datasets/thaki-AI/daily-paper-2026-10-22-humanize-fl

Author / organizationthaki-AI
License (as declared)cc-by-4.0
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Created21 October 2026
Last updated at source21 October 2026
llm-evaluationstyle-metricsquantizationnvfp4dpo-distillationjudge-free-evaluationmodel-promotionpre-registration
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