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News/How Many Ranks Does a Token Need? A Noise-Floor Squelch for Rank-One LoRA Experts
arxiv
PublishedOctober 15, 2026 at 4:00 AM

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

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arXiv:2610.19033v1 Announce Type: new Abstract: 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. We argue that the number of components a token nee

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