Mar 31, 2026 RoPE rotary position embeddings mathematical derivationRotary Position Embeddings: The Full Mathematical DerivationRoPE is used by virtually every modern LLM. Here's the complete derivation from first principles, proof of the relative position property, and NTK-aware scaling.