Positional Encoding

Layer 4 · Foundations

Positional Encoding

The rotation matrix behind RoPE, why it produces a genuinely relative dot product, and the arithmetic of extending context.

14 min read180 XP

This layer derives the one property that made RoPE the default choice: that after rotation, the attention score is provably a function of relative position alone.

The 2D rotation matrix