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Shayne Longpre, Robert Mahari, Anthony Chen, Naana Obeng-Marnu, Damien Sileo, William Brannon, Niklas Muennighoff, Nathan Khazam, Jad Kabbara, Kartik Perisetla, Xinyi Wu, Enrico Shippole, Kurt Bollacker, Tongshuang Wu, Luis Villa, Sandy Pen · 2023

1 Pith paper cite this work. Polarity classification is still indexing.

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cs.CL 1

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2023 1

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CONDITIONAL 1

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Scaling Data-Constrained Language Models

cs.CL · 2023-05-25 · conditional · novelty 6.0

Repeating training data up to 4 epochs yields negligible loss increase versus unique data for fixed compute, and a new scaling law accounts for the decaying value of repeated tokens and excess parameters.

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  • Scaling Data-Constrained Language Models cs.CL · 2023-05-25 · conditional · none · ref 68

    Repeating training data up to 4 epochs yields negligible loss increase versus unique data for fixed compute, and a new scaling law accounts for the decaying value of repeated tokens and excess parameters.