How Many Ranks Does a Token Need? A Noise-Floor Squelch for Rank-One LoRA Experts

Low-rank adaptation (LoRA) applies every rank-one component of its update to every token, and mixture-of-experts variants replace this with a learned router that activates a fixed number of components.