Beyond Meaning: How Positional Encoding Solves the Transformer's Word-Order Puzzle

Positional Encoding is the critical bridge that allows Transformers to maintain word order while processing data in parallel. By merging semantic embeddings with unique wave-based values, the model can differentiate sentence structures and preserve contextual integrity across complex sequences.