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They are using CNNs to encode the input. But… Data2Vec uses a “standard” transformer architecture.[1] In Data2Vec2 the transformer architecture forms the “bul
by notsoprocoder 4y ago
They are using CNNs to encode the input. But…
Data2Vec uses a “standard” transformer architecture.[1]
In Data2Vec2 the transformer architecture forms the “bulk of the model weights”.[2]
The tweaks I eluded to should have more clearly referenced that each modality uses a different encoder.
[1] section 3.1 data2vec: A General Framework for Self-supervised Learning in Speech, Vision and Language.
[2] section 3.2 Efficient Self-supervised Learning with Contextualized Target Representations for Vision, Speech and Language.