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Carla Quispe Flores

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#natural language process... Preprint Aug 2026

All You Need Is Non-Commutative Words

It is shown that the noncommutativity of matrix product captures word order without positional encodings (PEs) and yields several capabilities, including antisymmetric self-attention with no query, key, or value projections, and parallel composition of variable-length text chunks at a reduced attention cost.

Carla Quispe Flores, Stanley Salvatierra, Renan Cabrera · 0 citations