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#positional-encoding
1 articles
01
2026-08-05
·
How Transformers Work
·
FREE
·
PAPER
·
10 min read
Positional Encoding from Scratch — From Absolute Positions to RoPE
A bare Transformer has no idea what word order is. Starting from why position information is needed at all, this article walks through sinusoidal absolute encodings, learned embeddings, and RoPE — the modern LLM standard — showing exactly why rotation encodes relative position.