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| # Data provenance | |
| ## Source dataset | |
| The model was trained only on formula crops derived from **The IBEM Dataset: a | |
| large printed scientific image dataset for indexing and searching mathematical | |
| expressions**, version 1.0: | |
| - Official record: <https://zenodo.org/records/7963703> | |
| - DOI: <https://doi.org/10.5281/zenodo.7963703> | |
| - License: Creative Commons Attribution 4.0 | |
| - Authors: Dan Anitei, Joan Andreu Sánchez, and José Miguel Benedí | |
| IBEM contains 600 scientific documents and 8,272 page images, with annotations | |
| for isolated and embedded mathematical expressions. The original images are | |
| machine-typeset page images, not handwriting. Their fonts and styles are not | |
| uniform because they come from different papers. | |
| ## Preparation used for this model | |
| - Formula images are grayscale bounding-box crops from the original IBEM page | |
| JPEGs with a deterministic two-pixel crop margin. | |
| - Images were not rerendered into one Typst font. | |
| - Labels were derived deterministically from IBEM `latex_norm` annotations and | |
| converted to package-free Typst with semantic spacing canonicalization. | |
| - Splits are document-disjoint. | |
| - Training: 129,303 crops from 480 documents. | |
| - Validation: 16,899 crops from 60 different documents. | |
| - Dataset lock SHA-256: | |
| `10dae9db6eab4de9d36ee28ca99760bc0c6231fab77311004452dee719f64271`. | |
| - The calibration and test documents were not opened for this checkpoint. | |
| No Fusion dataset, synthetic formula corpus, teacher-generated labels, | |
| external pretrained model, or fused samples were used in this model lineage. | |
| ## What is included | |
| No image or annotation from the raw IBEM archive is redistributed here. The | |
| end-to-end smoke-test image at `example/formula.png` is an original | |
| project-authored formula rendered with Typst; it is covered by the project MIT | |
| License and is not training or evaluation data. | |