How does adaptive softmax improve Generative AI for large vocabulary tasks

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Can you tell me How does adaptive softmax improve Generative AI for large vocabulary tasks?
Feb 12 in Generative AI by Ashutosh
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Adaptive Softmax improves Generative AI for large vocabulary tasks by reducing computational complexity and memory usage.

Here is the code snippet you can refer to:

In the above code we are using the following key points:

  • Computational Efficiency: Reduces softmax calculations by focusing on most probable word clusters.
  • Memory Optimization: Handles large vocabulary sizes without excessive memory overhead.
  • Hierarchical Structure: Groups rare words separately, improving training speed.
  • Scalability: Ideal for language models handling millions of tokens.
Hence, by referring to above, you can improve Generative AI for large vocabulary tasks
answered Feb 12 by shalini

edited Mar 6

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