Why Transformers Need Positional Encoding

Attention can’t tell “dog bites man” from “man bites dog”. We try integer, fractional and binary encodings, see where each one breaks, and arrive at sines and cosines: a set of clock hands spinning at different speeds.

Date: November 1, 2026  |  Estimated Reading Time: 9 min  |  Author: Chi Zhang