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q0: Primitives for Hyper-Epoch Pretraining

Bishwas Mandal, Shmuel Berman, Akshay Vegesna, Samip Dahal
Jun 3, 2026 at 04:00
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arXiv:2606.03938v1 Announce Type: cross Abstract: Multi-epoch training is becoming the standard now that compute is growing faster than the supply of high-quality text. But pretraining a single model saturates within a few passes, long before the compute budget is exhausted. We argue this calls for a conceptual shift from training a single model...

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