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

Hugging Face Forums [Unofficial] February 12, 2026
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I’m not a developer or mathematician — I’m a systems administrator. I had an intuition about how meaning might organise itself through phase relationships and wave mechanics rather than vector distances. I collaborated with AI (Claude) to formalise and test those ideas, and the result aligned with published research by Listopad (2025) — Wave-Based Semantic Memory with Resonance-Based Retrieval (arXiv:2509.09691). The core idea: semantic relationships encoded as harmonic waveforms on circular embeddings, with retrieval through constructive interference rather than cosine similarity. Repo: GitHub - atech-hub/Wave-Coherence-as-a-Computational-Primitive: Harmonic coherence as a universal relationship detection operator Sharing it here in case anyone working in embedding spaces or retrieval finds it interesting or wants to take it further.

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