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Synthetic Training Data Needs a Lineage Graph, Not More Volume

TL;DR — Teams scale synthetic data generation to fix data scarcity but almost never track generation lineage — which teacher model, prompt template, and filter produced each example. Without that lineage, curation becomes guesswork and distillation loops quietly entrench the teacher model's blind s…

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  1. 2026-10-17 13:16 · DEV Community — Machine Learning
    Synthetic Training Data Needs a Lineage Graph, Not More Volume

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