Construct · 1 fields · 1 citations

speculative decoding: a standalone construct

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Natural language processing

speeding up generation from a large model by drafting several tokens with a small model and verifying them in parallel, leaving the output distribution unchanged.

In natural language processing, speculative decoding refers to speeding up generation from a large model by drafting several tokens with a small model and verifying them in parallel, leaving the output distribution unchanged. This meaning comes from Leviathan (2022) in arXiv.[1]

Unit
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Nearby constructs

distribution2 fields · 2 citationsjingle · one word, two constructs generation2 fields · 4 citationsjingle · one word, two constructs model3 fields · 3 citationsjingle · one word, three constructs

References

Leviathan, Y., Kalman, M., & Matias, Y. (2022). Fast Inference from Transformers via Speculative Decoding. arXiv. https://doi.org/10.48550/arxiv.2211.17192

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