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Comparison between Google S2R, Pribor’s Combinatorial Magic and Pribor’s CHE (Contextual Hyper-Embedding)
Comparison between Google S2R, Pribor’s Combinatorial Magic and Pribor’s CHE (Contextual Hyper-Embedding)
This document presents the characteristics, divergences and synergies between three approaches: Google S2R, Pribor’s Combinatorial Magic and Pribor’s CHE (Contextual Hyper-Embedding).
1. Google’s S2R *
“S2R” means Speech-to-Retrieval. It is a recent voice search architecture that Google is deploying,…
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PRIBOR: CHE — Contextual Hyper-Embedding (uint8)
A more economical alternative to classical attention
CHE (Contextual Hyper-Embedding, uint8) offers a radical gain in efficiency compared with the standard attention mechanisms of large language models. Similar methods have appeared in recent research, but none reach CHE’s level of economy.