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Rylan Schaeffer
@RylanSchaeffer
Creating something new. Ex-Meta TBD. On-Leave from Stanford w/
@sanmikoyejo
. Prev @ Gemini, MIT, Harvard, Uber, UCL, UC Davis
2K
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6.9K
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Rylan Schaeffer
@RylanSchaeffer
2026.08.11 20:56
Really cool work on data-constrained pretraining! Key idea is to assign repeated data an effectiveness: how many fresh tokens would have produced the same validation loss? That lets them put repeated and fresh data on a common scale. 1/7
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