|
--- |
|
license: cc-by-4.0 |
|
language: |
|
- he |
|
--- |
|
# DictaBERT: A State-of-the-Art BERT Suite for Modern Hebrew |
|
|
|
State-of-the-art language model for Hebrew, as released [here](link to arxiv). |
|
|
|
This is the base model pretrained with the masked-language-modeling objective. |
|
|
|
Sample usage: |
|
|
|
``` |
|
from transformers import AutoModelForMaskedLM, AutoTokenizer |
|
|
|
tokenizer = AutoTokenizer.from_pretrained('dicta-il/dictabert') |
|
model = AutoModelForMaskedLM.from_pretrained('dicta-il/dictabert') |
|
|
|
model.eval() |
|
|
|
sentence = '讘砖谞转 1948 讛砖诇讬诐 讗驻专讬诐 拽讬砖讜谉 讗转 [MASK] 讘驻讬住讜诇 诪转讻转 讜讘转讜诇讚讜转 讛讗诪谞讜转 讜讛讞诇 诇驻专住诐 诪讗诪专讬诐 讛讜诪讜专讬住讟讬讬诐' |
|
|
|
output = model(tokenizer.encode(sentence, return_tensors='pt')) |
|
# the [MASK] is the 7th token (including [CLS]) |
|
import torch |
|
top_2 = torch.topk(output.logits[0, 7, :], 2)[1] |
|
print('\n'.join(tokenizer.convert_ids_to_tokens(top_2))) # should print 诪讞拽专讜 / 讛转诪讞讜转讜 |
|
|
|
``` |
|
|
|
|
|
## Citation |
|
|
|
If you use DictaBERT in your research, please cite ```DictaBERT: A State-of-the-Art BERT Suite for Modern Hebrew``` |
|
|
|
**BibTeX:** |
|
|
|
To add |
|
|
|
## License |
|
|
|
Shield: [![CC BY 4.0][cc-by-shield]][cc-by] |
|
|
|
This work is licensed under a |
|
[Creative Commons Attribution 4.0 International License][cc-by]. |
|
|
|
[![CC BY 4.0][cc-by-image]][cc-by] |
|
|
|
[cc-by]: http://creativecommons.org/licenses/by/4.0/ |
|
[cc-by-image]: https://i.creativecommons.org/l/by/4.0/88x31.png |
|
[cc-by-shield]: https://img.shields.io/badge/License-CC%20BY%204.0-lightgrey.svg |
|
|
|
|
|
|
|
|
|
|
|
|
