cff-version: 1.2.0
message: "If you use these artifacts, cite the accompanying article and this repository release."
title: "STRATA HEADQUOTIENT Q25 Reproducibility Artifacts"
type: dataset
version: 1.2.0
date-released: 2026-07-21
license: CC-BY-4.0
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/datasets/nur-dev/strata-headquotient-q25"
url: "https://huggingface.co/datasets/nur-dev/strata-headquotient-q25"
keywords:
  - attention substitution
  - multi-head attention
  - knowledge graphs
  - long-context language models
  - neuro-symbolic learning
  - reproducibility
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
      orcid: "https://orcid.org/0000-0002-5461-8899"
    - family-names: Mansurova
      given-names: Madina
      orcid: "https://orcid.org/0000-0002-9680-2758"
  journal: "Machine Learning and Knowledge Extraction"
  year: 2026