|
--- |
|
license: mit |
|
task_categories: |
|
- token-classification |
|
language: |
|
- ro |
|
tags: |
|
- ner |
|
- flair |
|
--- |
|
|
|
# HistNERo (CoNLL) |
|
|
|
This repository contains the Historical Romanian Named Entity Recognition (HistNERo) dataset in a CoNLL-compatible format. |
|
|
|
The dataset uses the reference dataset from [`avramandrei/histnero`](https://huggingface.co/datasets/avramandrei/histnero) and introduces the following features: |
|
|
|
* CoNLL-like dataset splits (see [`train.tsv`](train.tsv), [`dev.tsv`](dev.tsv) and [`test.tsv`](test.tsv)), including metadata |
|
* Document-wise grouping |
|
* Flair Dataset Loader, see the [`FlairDatasetExample.ipynb`](FlairDatasetExample.ipynb) example notebook |
|
|
|
The dataset has 10,026 sentences (i.e. 8,020 train, 1,003 valid and 1,003 train) annotated with five named entities: |
|
|
|
* `PERSON` |
|
* `ORGANIZATION` |
|
* `LOCATION` |
|
* `PRODUCT` |
|
* `DATE` |
|
|
|
More details can be found in the [HistNERo: Historical Named Entity Recognition for the Romanian Language](https://arxiv.org/abs/2405.00155) paper. |
|
|
|
# Caveats |
|
|
|
We provide a CoNLL-compatible format of the original HistNERo dataset. Thus, there could still be some errors in the dataset transformation. Please open an issue if you |
|
find any problems! |
|
|
|
# License |
|
|
|
We use the original MIT license from the authors' dataset repository. |
|
|
|
# Acknowledgements |
|
|
|
We heavily thank Andrei-Marius Avram, Andreea Iuga, George-Vlad Manolache, Vlad-Cristian Matei, Răzvan-Gabriel Micliuş, Vlad-Andrei Muntean, Manuel-Petru Sorlescu, Dragoş-Andrei Şerban, Adrian-Dinu Urse, Vasile Păiş and Dumitru-Clementin Cercel for releasing this great dataset resource! |
