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Unbounded Vocabularies and Fixed-Size Embedding Tables Explained

The basic motivation is that vocabularies are unbounded, but embedding tables can only be a fixed size. If you know your training data matches up to your test data well, this isn't such a big deal for most applications. If it's rare at training time, it'll be rare at test time.

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