Hypnos-Q1: Architectural Integration of Real Quantum-Hardware Measurements into the Forward Pass of a 4B Language Model

We present Hypnos-Q1, an open-weight 4-billion-parameter reasoning language model in whicha single architectural modification couples the model to a superconducting quantum processor.A dedicated special token, <|quantum_sig|>, has its embedding replaced, at every forwardpass, by a learned linear projection of a six-dimensional measurement vector obtained from out-of-time-order correlator (OTOC) experiments on IBM’s ibm_kingston (Heron r2, 156 qubits).

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-05-21
DOI
https://doi.org/10.5281/zenodo.20317571
Primary Topic
Quantum Computing Algorithms and Architecture
Type
preprint
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preprint

Hypnos-Q1: Architectural Integration of Real Quantum-Hardware Measurements into the Forward Pass of a 4B Language Model

Mykhailo Shushman
Zenodo (CERN European Organization for Nuclear Research)
Quantum Computing Algorithms and Architecture
preprint

Hypnos-Q1: Architectural Integration of Real Quantum-Hardware Measurements into the Forward Pass of a 4B Language Model

Mykhailo Shushman
preprint en

Abstract

We present Hypnos-Q1, an open-weight 4-billion-parameter reasoning language model in whicha single architectural modification couples the model to a superconducting quantum processor.A dedicated special token, <|quantum_sig|>, has its embedding replaced, at every forwardpass, by a learned linear projection of a six-dimensional measurement vector obtained from out-of-time-order correlator (OTOC) experiments on IBM’s ibm_kingston (Heron r2, 156 qubits).

Zenodo (CERN European Organization for Nuclear Research)
V. N. Karazin Kharkiv National University (UA)
Sustainable cities and communities
Quantum Computing Algorithms and Architecture
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