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message: "If you use this checkpoint, cite the accompanying article and model release."
title: "STRATA-HeadQuotient Q25 Model and Evaluation Package"
type: software
version: 1.2.0
date-released: 2026-07-21
authors:
- family-names: Kadyrbek
given-names: Nurgali
orcid: "https://orcid.org/0000-0002-5461-8899"
- family-names: Mansurova
given-names: Madina
orcid: "https://orcid.org/0000-0002-9680-2758"
repository-code: "https://huggingface.co/nur-dev/strata-headquotient-q25"
url: "https://huggingface.co/nur-dev/strata-headquotient-q25"
license: CC-BY-4.0
preferred-citation:
type: article
title: "STRATA-HeadQuotient: Functional Localization of One Quarter of Global KV Heads with Typed Predicate-Graph Computation at 8k Context"
authors:
- family-names: Kadyrbek
given-names: Nurgali
- family-names: Mansurova
given-names: Madina
journal: "Machine Learning and Knowledge Extraction"
year: 2026
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