| --- |
| pretty_name: Kleister-Charity dev-0 |
| license: other |
| license_name: kleister-charity-unspecified |
| license_link: https://github.com/applicaai/kleister-charity |
| language: |
| - en |
| size_categories: |
| - n<1K |
| tags: |
| - document-extraction |
| - key-information-extraction |
| - pdf |
| - benchmark |
| - charity-reports |
| --- |
| |
| # Kleister-Charity, dev-0 split |
|
|
| The 440 documents and labels of the `dev-0` split of |
| [Kleister-Charity](https://github.com/applicaai/kleister-charity) |
| (Stanisławek et al., 2021): annual reports filed with the UK Charity Commission, |
| with eight fields each — charity name and number, the street, town and postcode |
| of the charity's own address, the report date, annual income and spending. |
| This copy exists so the benchmark can be downloaded in one step; nothing in the |
| original data was changed. |
|
|
| | File | What | Origin | |
| |---|---|---| |
| | `pdfs/<name>.pdf` | the 440 documents | git-annex objects of the Kleister repo at commit `2309f486` (Applica's public S3 bucket) | |
| | `documents.txt` | the 440 file names in the official order | first column of `dev-0/in.tsv.xz` | |
| | `expected.tsv` | the official labels, one line per document, `field=value` tokens | `dev-0/expected.tsv` at the same commit, unchanged | |
| | `expected.corrected.tsv` | the same labels with DeepRead's errata applied | this dataset's maintainers | |
| | `label_fixes.csv` | every label changed: old, new (empty = removed), confidence, reason | this dataset's maintainers | |
| | `schema.json` | the JSON Schema sent to every system in DeepRead's benchmark | this dataset's maintainers | |
|
|
| `test-A` labels were never released and the official scoring server |
| (gonito.net) is offline, so dev-0 is the largest split anyone can score. |
|
|
| ## Benchmark |
|
|
| How the documents are scored (the benchmark's own F1 over upper-cased |
| `field=value` labels), how several document AI APIs compare on them, and the |
| code to run it with your own API keys: |
| **https://github.com/deepread-tech/deepread-public-benchmarks** |
|
|
| ```bash |
| pip install git+https://github.com/deepread-tech/deepread-public-benchmarks |
| drbench fetch charity # downloads this dataset |
| ``` |
|
|
| ## Licence and provenance |
|
|
| The Kleister-Charity repository has no licence file; its README states the |
| data is not treated as sensitive, and the documents are public filings. They |
| are redistributed here as published, for benchmarking. DeepRead's additions |
| (`expected.corrected.tsv`, `label_fixes.csv`, `schema.json`) are CC-BY-4.0. |
|
|
| ```bibtex |
| @inproceedings{stanislawek2021kleister, |
| title={Kleister: Key Information Extraction Datasets Involving Long Documents with Complex Layouts}, |
| author={Stanis{\l}awek, Tomasz and Grali{\'n}ski, Filip and Wr{\'o}blewska, Anna and Lipi{\'n}ski, Dawid and Kaliska, Agnieszka and Rosalska, Paulina and Topolski, Bartosz and Biecek, Przemys{\l}aw}, |
| booktitle={International Conference on Document Analysis and Recognition}, |
| year={2021} |
| } |
| ``` |
|
|
