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2024-03-06 16:53:05
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The Dispute Between OpenAI and DeepMind on Scaling Laws
OpenAI and DeepMind have differing views and approaches in the research of Scaling Laws. Scaling Laws can predict changes in loss when varying model parameters, data amounts, and computation resources. This competition will drive the development of artificial intelligence and shape the future of human-machine coexistence. Pre-training large language models involves trade-offs between model size, data quantity, and training costs. Scaling Laws can assist in optimizing design decisions. DeepMind argues that model size and data quantity should scale equally.