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Wave-Coherence Scoring: Phase-Aware Alternative to Cosine Similarity

Hugging Face Forums [Unofficial] February 15, 2026
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Update: we’ve added Test 21 which shows cosine similarity returning 0.0 where harmonic sweep finds 1.0 on controlled data. The open question is whether real model embeddings contain this harmonic structure. If anyone has run the sweep against actual embeddings, I’d genuinely like to know the result — positive or negative.

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