EPISODE · Apr 26, 2026 · 11 MIN
Scaling Data-Constrained Language Models: When Fresh Text Runs Out
from Mastering Language Models: From Architecture to Optimization
A deep dive into data-constrained scaling, explaining repeated data, effective tokens, diminishing returns, and the training-data bottleneck.
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Scaling Data-Constrained Language Models: When Fresh Text Runs Out
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