Positional Encoding

/pəˈzɪʃənəl ɪnˈkoʊdɪŋ/

A technique to inject position information into transformer inputs since transformers lack inherent sequence order.

In italiano: Positional Encoding

Positional encodings add unique patterns to each position in a sequence, allowing transformers to distinguish order. Common methods use sine/cosine functions or learned embeddings.

Examples

  • Sinusoidal positional encoding in original Transformer
  • Learned positional embeddings
  • Relative position encodings