Curated Data Beats Compute: 12B Model Matches 30B With a Fifth of the Pretraining FLOPs

bodonoghue85 · x · 2026-10-24

Team Arimorcos reports that data quality is the ultimate compute multiplier: curated data matched their largest baseline with 6x less compute, and a 12B-A1.4B model beat a 30B-A3B model using only a fifth of the pretraining compute. Full walkthrough livestream Tuesday 10am PT with hurrycane, lukemerrick and joshwills.

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