language: fr | |
tags: | |
- question-answering | |
- camembert | |
license: gpl-3.0 | |
datasets: | |
- fquad | |
# camembert-base-fquad | |
## Description | |
A native French Question Answering model [CamemBERT-base](https://camembert-model.fr/) fine-tuned on [FQuAD](https://fquad.illuin.tech/). | |
## Evaluation results | |
On the development set. | |
```shell | |
{"f1": 88.1, "exact_match": 78.1} | |
``` | |
On the test set. | |
```shell | |
{"f1": 88.3, "exact_match": 78.0} | |
``` | |
## Usage | |
```python | |
from transformers import pipeline | |
nlp = pipeline('question-answering', model='illuin/camembert-base-fquad', tokenizer='illuin/camembert-base-fquad') | |
nlp({ | |
'question': "Qui est Claude Monet?", | |
'context': "Claude Monet, né le 14 novembre 1840 à Paris et mort le 5 décembre 1926 à Giverny, est un peintre français et l’un des fondateurs de l'impressionnisme." | |
}) | |
``` | |
## Citation | |
If you use our work, please cite: | |
```bibtex | |
@article{dHoffschmidt2020FQuADFQ, | |
title={FQuAD: French Question Answering Dataset}, | |
author={Martin d'Hoffschmidt and Maxime Vidal and Wacim Belblidia and Tom Brendl'e and Quentin Heinrich}, | |
journal={ArXiv}, | |
year={2020}, | |
volume={abs/2002.06071} | |
} | |
``` | |