Topics / model distillation

Attributed viewpoint · Not a direct quote

Teacher quality stops mattering when the student is too small

From the team’s experiments, Markewich concludes that a better teacher does not help when a small convolutional student lacks the capacity to absorb what the teacher knows.

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Exploring Static Embedding Retrieval

Original excerpt

A better teacher is not a better student. When the student is too small to absorb what the teacher knows (i.e. a small conv model), teacher quality stops mattering.

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