Episode 26: Developing and Training LLMs From Scratch
Vanishing Gradients
Innovative Approach to Multi-Token Prediction in Language Models
A novel approach in language models involves using multiple language model heads to predict the next token, the second next token, the third next token, and so on, leading to a faster inference process where four tokens can be predicted simultaneously. By combining existing tools in a unique manner, this method offers a significant speedup in inference without requiring a complete overhaul of the traditional language model architecture.
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