Arxiv Papers

The Shape of Learning: Anisotropy and Intrinsic Dimensions in Transformer-Based Models


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This study investigates the anisotropy dynamics and intrinsic dimension of embeddings in transformer architectures, revealing distinct patterns in encoders and decoders. Initial training expands dimensionality, while later training refines into more compact representations.


https://arxiv.org/abs//2311.05928


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Arxiv PapersBy Igor Melnyk

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