---
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}
}
```