|
--- |
|
license: cc-by-4.0 |
|
language: |
|
- he |
|
inference: false |
|
--- |
|
# DictaBERT: A State-of-the-Art BERT Suite for Modern Hebrew |
|
|
|
State-of-the-art language model for Hebrew, released [here](https://arxiv.org/abs/2308.16687). |
|
|
|
This is the fine-tuned model for the joint parsing of the following tasks: |
|
|
|
- Prefix Segmentation |
|
- Morphological Disabmgiuation |
|
- Lexicographical Analysis (Lemmatization) |
|
- Syntactical Parsing (Dependency-Tree) |
|
- Named-Entity Recognition |
|
|
|
For the bert-base models for other tasks, see [here](https://huggingface.co/collections/dicta-il/dictabert-6588e7cc08f83845fc42a18b). |
|
|
|
Sample usage: |
|
|
|
```python |
|
from transformers import AutoModel, AutoTokenizer |
|
|
|
tokenizer = AutoTokenizer.from_pretrained('dicta-il/dictabert-joint') |
|
model = AutoModel.from_pretrained('dicta-il/dictabert-joint', trust_remote_code=True) |
|
|
|
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 诇讬诪讜讚讬讜 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' |
|
print(model.predict([sentence], tokenizer)) |
|
``` |
|
|
|
Output: |
|
```json |
|
[ |
|
{ |
|
"text": "讘砖谞转 1948 讛砖诇讬诐 讗驻专讬诐 拽讬砖讜谉 讗转 诇讬诪讜讚讬讜 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", |
|
"tokens": [ |
|
{ |
|
"token": "讘砖谞转", |
|
"syntax": { |
|
"word": "讘砖谞转", |
|
"dep_head_idx": 2, |
|
"dep_func": "obl", |
|
"dep_head": "讛砖诇讬诐" |
|
}, |
|
"seg": [ |
|
"讘", |
|
"砖谞转" |
|
], |
|
"lex": "砖谞讛", |
|
"morph": { |
|
"token": "讘砖谞转", |
|
"pos": "NOUN", |
|
"feats": { |
|
"Gender": "Fem", |
|
"Number": "Sing" |
|
}, |
|
"prefixes": [ |
|
"ADP" |
|
], |
|
"suffix": false |
|
} |
|
}, |
|
{ |
|
"token": "1948", |
|
"syntax": { |
|
"word": "1948", |
|
"dep_head_idx": 0, |
|
"dep_func": "compound", |
|
"dep_head": "讘砖谞转" |
|
}, |
|
"seg": [ |
|
"1948" |
|
], |
|
"lex": "1948", |
|
"morph": { |
|
"token": "1948", |
|
"pos": "NUM", |
|
"feats": {}, |
|
"prefixes": [], |
|
"suffix": false |
|
} |
|
}, |
|
{ |
|
"token": "讛砖诇讬诐", |
|
"syntax": { |
|
"word": "讛砖诇讬诐", |
|
"dep_head_idx": -1, |
|
"dep_func": "root", |
|
"dep_head": "讛讜诪讜专讬住讟讬讬诐" |
|
}, |
|
"seg": [ |
|
"讛砖诇讬诐" |
|
], |
|
"lex": "讛砖诇讬诐", |
|
"morph": { |
|
"token": "讛砖诇讬诐", |
|
"pos": "VERB", |
|
"feats": { |
|
"Gender": "Masc", |
|
"Number": "Sing", |
|
"Person": "3", |
|
"Tense": "Past" |
|
}, |
|
"prefixes": [], |
|
"suffix": false |
|
} |
|
}, |
|
{ |
|
"token": "讗驻专讬诐", |
|
"syntax": { |
|
"word": "讗驻专讬诐", |
|
"dep_head_idx": 2, |
|
"dep_func": "nsubj", |
|
"dep_head": "讛砖诇讬诐" |
|
}, |
|
"seg": [ |
|
"讗驻专讬诐" |
|
], |
|
"lex": "讗驻专讬诐", |
|
"morph": { |
|
"token": "讗驻专讬诐", |
|
"pos": "PROPN", |
|
"feats": {}, |
|
"prefixes": [], |
|
"suffix": false |
|
} |
|
}, |
|
{ |
|
"token": "拽讬砖讜谉", |
|
"syntax": { |
|
"word": "拽讬砖讜谉", |
|
"dep_head_idx": 3, |
|
"dep_func": "flat", |
|
"dep_head": "讗驻专讬诐" |
|
}, |
|
"seg": [ |
|
"拽讬砖讜谉" |
|
], |
|
"lex": "拽讬砖讜谉", |
|
"morph": { |
|
"token": "拽讬砖讜谉", |
|
"pos": "PROPN", |
|
"feats": {}, |
|
"prefixes": [], |
|
"suffix": false |
|
} |
|
}, |
|
{ |
|
"token": "讗转", |
|
"syntax": { |
|
"word": "讗转", |
|
"dep_head_idx": 6, |
|
"dep_func": "case", |
|
"dep_head": "诇讬诪讜讚讬讜" |
|
}, |
|
"seg": [ |
|
"讗转" |
|
], |
|
"lex": "讗转", |
|
"morph": { |
|
"token": "讗转", |
|
"pos": "ADP", |
|
"feats": {}, |
|
"prefixes": [], |
|
"suffix": false |
|
} |
|
}, |
|
{ |
|
"token": "诇讬诪讜讚讬讜", |
|
"syntax": { |
|
"word": "诇讬诪讜讚讬讜", |
|
"dep_head_idx": 2, |
|
"dep_func": "obj", |
|
"dep_head": "讛砖诇讬诐" |
|
}, |
|
"seg": [ |
|
"诇讬诪讜讚讬讜" |
|
], |
|
"lex": "诇讬诪讜讚", |
|
"morph": { |
|
"token": "诇讬诪讜讚讬讜", |
|
"pos": "NOUN", |
|
"feats": { |
|
"Gender": "Masc", |
|
"Number": "Plur" |
|
}, |
|
"prefixes": [], |
|
"suffix": "PRON", |
|
"suffix_feats": { |
|
"Gender": "Masc", |
|
"Number": "Sing", |
|
"Person": "3" |
|
} |
|
} |
|
}, |
|
{ |
|
"token": "讘驻讬住讜诇", |
|
"syntax": { |
|
"word": "讘驻讬住讜诇", |
|
"dep_head_idx": 6, |
|
"dep_func": "nmod", |
|
"dep_head": "诇讬诪讜讚讬讜" |
|
}, |
|
"seg": [ |
|
"讘", |
|
"驻讬住讜诇" |
|
], |
|
"lex": "驻讬住讜诇", |
|
"morph": { |
|
"token": "讘驻讬住讜诇", |
|
"pos": "NOUN", |
|
"feats": { |
|
"Gender": "Masc", |
|
"Number": "Sing" |
|
}, |
|
"prefixes": [ |
|
"ADP" |
|
], |
|
"suffix": false |
|
} |
|
}, |
|
{ |
|
"token": "诪转讻转", |
|
"syntax": { |
|
"word": "诪转讻转", |
|
"dep_head_idx": 7, |
|
"dep_func": "compound", |
|
"dep_head": "讘驻讬住讜诇" |
|
}, |
|
"seg": [ |
|
"诪转讻转" |
|
], |
|
"lex": "诪转讻转", |
|
"morph": { |
|
"token": "诪转讻转", |
|
"pos": "NOUN", |
|
"feats": { |
|
"Gender": "Fem", |
|
"Number": "Sing" |
|
}, |
|
"prefixes": [], |
|
"suffix": false |
|
} |
|
}, |
|
{ |
|
"token": "讜讘转讜诇讚讜转", |
|
"syntax": { |
|
"word": "讜讘转讜诇讚讜转", |
|
"dep_head_idx": 7, |
|
"dep_func": "conj", |
|
"dep_head": "讘驻讬住讜诇" |
|
}, |
|
"seg": [ |
|
"讜讘", |
|
"转讜诇讚讜转" |
|
], |
|
"lex": "转讜诇讚讛", |
|
"morph": { |
|
"token": "讜讘转讜诇讚讜转", |
|
"pos": "NOUN", |
|
"feats": { |
|
"Gender": "Fem", |
|
"Number": "Plur" |
|
}, |
|
"prefixes": [ |
|
"CCONJ", |
|
"ADP" |
|
], |
|
"suffix": false |
|
} |
|
}, |
|
{ |
|
"token": "讛讗诪谞讜转", |
|
"syntax": { |
|
"word": "讛讗诪谞讜转", |
|
"dep_head_idx": 9, |
|
"dep_func": "compound", |
|
"dep_head": "讜讘转讜诇讚讜转" |
|
}, |
|
"seg": [ |
|
"讛", |
|
"讗诪谞讜转" |
|
], |
|
"lex": "讗讜诪谞讜转", |
|
"morph": { |
|
"token": "讛讗诪谞讜转", |
|
"pos": "NOUN", |
|
"feats": { |
|
"Gender": "Fem", |
|
"Number": "Sing" |
|
}, |
|
"prefixes": [ |
|
"DET" |
|
], |
|
"suffix": false |
|
} |
|
}, |
|
{ |
|
"token": "讜讛讞诇", |
|
"syntax": { |
|
"word": "讜讛讞诇", |
|
"dep_head_idx": 2, |
|
"dep_func": "conj", |
|
"dep_head": "讛砖诇讬诐" |
|
}, |
|
"seg": [ |
|
"讜", |
|
"讛讞诇" |
|
], |
|
"lex": "讛讞诇", |
|
"morph": { |
|
"token": "讜讛讞诇", |
|
"pos": "VERB", |
|
"feats": { |
|
"Gender": "Masc", |
|
"Number": "Sing", |
|
"Person": "3", |
|
"Tense": "Past" |
|
}, |
|
"prefixes": [ |
|
"CCONJ" |
|
], |
|
"suffix": false |
|
} |
|
}, |
|
{ |
|
"token": "诇驻专住诐", |
|
"syntax": { |
|
"word": "诇驻专住诐", |
|
"dep_head_idx": 11, |
|
"dep_func": "xcomp", |
|
"dep_head": "讜讛讞诇" |
|
}, |
|
"seg": [ |
|
"诇驻专住诐" |
|
], |
|
"lex": "驻专住诐", |
|
"morph": { |
|
"token": "诇驻专住诐", |
|
"pos": "VERB", |
|
"feats": {}, |
|
"prefixes": [], |
|
"suffix": false |
|
} |
|
}, |
|
{ |
|
"token": "诪讗诪专讬诐", |
|
"syntax": { |
|
"word": "诪讗诪专讬诐", |
|
"dep_head_idx": 12, |
|
"dep_func": "obj", |
|
"dep_head": "诇驻专住诐" |
|
}, |
|
"seg": [ |
|
"诪讗诪专讬诐" |
|
], |
|
"lex": "诪讗诪专", |
|
"morph": { |
|
"token": "诪讗诪专讬诐", |
|
"pos": "NOUN", |
|
"feats": { |
|
"Gender": "Masc", |
|
"Number": "Plur" |
|
}, |
|
"prefixes": [], |
|
"suffix": false |
|
} |
|
}, |
|
{ |
|
"token": "讛讜诪讜专讬住讟讬讬诐", |
|
"syntax": { |
|
"word": "讛讜诪讜专讬住讟讬讬诐", |
|
"dep_head_idx": 13, |
|
"dep_func": "amod", |
|
"dep_head": "诪讗诪专讬诐" |
|
}, |
|
"seg": [ |
|
"讛讜诪讜专讬住讟讬讬诐" |
|
], |
|
"lex": "讛讜诪讜专讬住讟讬", |
|
"morph": { |
|
"token": "讛讜诪讜专讬住讟讬讬诐", |
|
"pos": "ADJ", |
|
"feats": { |
|
"Gender": "Masc", |
|
"Number": "Plur" |
|
}, |
|
"prefixes": [], |
|
"suffix": false |
|
} |
|
} |
|
], |
|
"root_idx": 2, |
|
"ner_entities": [ |
|
{ |
|
"phrase": "1948", |
|
"label": "TIMEX" |
|
}, |
|
{ |
|
"phrase": "讗驻专讬诐 拽讬砖讜谉", |
|
"label": "PER" |
|
} |
|
] |
|
} |
|
] |
|
``` |
|
|
|
|
|
## Citation |
|
|
|
If you use DictaBERT in your research, please cite ```DictaBERT: A State-of-the-Art BERT Suite for Modern Hebrew``` |
|
|
|
**BibTeX:** |
|
|
|
```bibtex |
|
@misc{shmidman2023dictabert, |
|
title={DictaBERT: A State-of-the-Art BERT Suite for Modern Hebrew}, |
|
author={Shaltiel Shmidman and Avi Shmidman and Moshe Koppel}, |
|
year={2023}, |
|
eprint={2308.16687}, |
|
archivePrefix={arXiv}, |
|
primaryClass={cs.CL} |
|
} |
|
``` |
|
|
|
## 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 |
|
|