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cff-version: 1.2.0
message: "If you use GRADE in your research, please cite it as below."
type: software
title: "GRADE: Grounded Reasoning & Analysis for Data in Education"
abstract: >
GRADE is an open benchmark that measures how accurately and usefully AI
systems analyze education program data. It evaluates models across five
tracks — grounded retrieval, trend interpretation, operational coaching,
equity and subgroup analysis, and research reasoning — using synthetic
fixture packs with deterministic ground truth. Scoring combines
deterministic fact-checking with cross-family LLM judging to eliminate
house-style bias.
authors:
- name: "Pearl"
website: "https://tutorwithpearl.com"
repository-code: "https://github.com/PearlEng/grade"
url: "https://tutorwithpearl.com"
license: Apache-2.0
version: "0.1.0"
date-released: "2026-06-12"
keywords:
- benchmark
- education
- llm-evaluation
- ai-evaluation
- nlp
- grounding
- education-analytics
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---

## Citing GRADE

If you use GRADE in your research, please cite the repository:

```bibtex
@software{pearl2026grade,
author = {Pearl},
title = {{GRADE}: Grounded Reasoning \& Analysis for Data in Education},
year = {2026},
publisher = {GitHub},
version = {0.1.0},
url = {https://github.com/PearlEng/grade},
note = {Open benchmark for AI evaluation in education analytics}
}
```

A Zenodo DOI for stable versioned citation will be added at the v0.1.0 release. Once available, prefer the DOI-based entry:

```bibtex
@software{pearl2026grade,
author = {Pearl},
title = {{GRADE}: Grounded Reasoning \& Analysis for Data in Education},
year = {2026},
publisher = {Zenodo},
version = {0.1.0},
doi = {10.5281/zenodo.XXXXXXX},
url = {https://doi.org/10.5281/zenodo.XXXXXXX}
}
```

GitHub also provides a formatted citation via the **Cite this repository** button in the sidebar (powered by [`CITATION.cff`](CITATION.cff)).

---

## License

Apache 2.0. See [LICENSE](LICENSE).
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