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  5. Data Mixture
Training & Fine-Tuningaka training mixaka data recipe

Data Mixture

The proportional blend of different data sources used during pre-training that influences model capabilities.

Ask Melo about this← all terms

A data mixture is the proportional blend of different data sources (code, math, conversation, web text, books) used during pre-training, which heavily influences what the model is good at. Careful tuning of these proportions is one of the most impactful decisions in training, as it determines the model's strengths and weaknesses across different domains.

Related terms

PretrainingScaling LawSynthetic Data GenerationCurriculum LearningMulti-Task LearningMixed Precision Training

Where Data Mixture comes up

  • Xiaomi-Robotics-U0 — 38B World Model That Boosts π₀.₅ OOD Success to 63%