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sail 's Collections
πŸš€ Active PRM
🌾Oat-Zero: Understanding R1-Zero-Like Training
πŸ”± Sailor2 Language Models
🧬 RegMix: Data Mixture as Regression
πŸ“ˆ Scaling Laws with Vocabulary
πŸ’‘ DICE
βš“οΈ Sailor Language Models

πŸ“ˆ Scaling Laws with Vocabulary

updated Aug 11, 2024

Increase your vocabulary size when you scale up your language model

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  • Scaling Laws with Vocabulary: Larger Models Deserve Larger Vocabularies

    Paper β€’ 2407.13623 β€’ Published Jul 18, 2024 β€’ 57

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    Scaling With Vocab Demo

    πŸ“Š

    Predict optimal vocabulary size based on model parameters


  • sail/scaling-vocab-3b-43k-overtrain

    Text Generation β€’ Updated Jul 19, 2024 β€’ 11

  • sail/scaling-vocab-3b-32k-overtrain

    Text Generation β€’ Updated Jul 19, 2024 β€’ 5

  • sail/scaling-with-vocab-trained-tokenizers

    Updated Aug 2, 2024 β€’ 2
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