Compute-optimal language models require parameter count to scale with data bytes rather than tokens, with optimal token compression rate decreasing as compute budget grows.
Investigating the Effectiveness of BPE : The Power of Shorter Sequences
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Compute Optimal Tokenization
Compute-optimal language models require parameter count to scale with data bytes rather than tokens, with optimal token compression rate decreasing as compute budget grows.