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dicta-il / dictabert-syntax
Model's Last Updated: September 16 2026
feature-extraction
Introduction of dictabert-syntax
Model Details of dictabert-syntax
DictaBERT: A State-of-the-Art BERT Suite for Modern Hebrew
State-of-the-art language model for Hebrew, released here .
This is the fine-tuned model for the syntax dependency tree parsing task.
For the bert-base models for other tasks, see here .
Sample usage:
from transformers import AutoModel, AutoTokenizer
tokenizer = AutoTokenizer.from_pretrained('dicta-il/dictabert-syntax')
model = AutoModel.from_pretrained('dicta-il/dictabert-syntax', trust_remote_code=True)
model.eval()
sentence = 'בשנת 1948 השלים אפרים קישון את לימודיו בפיסול מתכת ובתולדות האמנות והחל לפרסם מאמרים הומוריסטיים'
print(model.predict([sentence], tokenizer))
Output:
[
{
"tree": [
{
"word": "בשנת",
"dep_head_idx": 2,
"dep_func": "obl",
"dep_head": "השלים"
},
{
"word": "1948",
"dep_head_idx": 0,
"dep_func": "compound",
"dep_head": "בשנת"
},
{
"word": "השלים",
"dep_head_idx": -1,
"dep_func": "root",
"dep_head": "הומוריסטיים"
},
{
"word": "אפרים",
"dep_head_idx": 2,
"dep_func": "nsubj",
"dep_head": "השלים"
},
{
"word": "קישון",
"dep_head_idx": 3,
"dep_func": "flat",
"dep_head": "אפרים"
},
{
"word": "את",
"dep_head_idx": 6,
"dep_func": "case",
"dep_head": "לימודיו"
},
{
"word": "לימודיו",
"dep_head_idx": 2,
"dep_func": "obj",
"dep_head": "השלים"
},
{
"word": "בפיסול",
"dep_head_idx": 6,
"dep_func": "nmod",
"dep_head": "לימודיו"
},
{
"word": "מתכת",
"dep_head_idx": 7,
"dep_func": "compound",
"dep_head": "בפיסול"
},
{
"word": "ובתולדות",
"dep_head_idx": 7,
"dep_func": "conj",
"dep_head": "בפיסול"
},
{
"word": "האמנות",
"dep_head_idx": 9,
"dep_func": "compound",
"dep_head": "ובתולדות"
},
{
"word": "והחל",
"dep_head_idx": 2,
"dep_func": "conj",
"dep_head": "השלים"
},
{
"word": "לפרסם",
"dep_head_idx": 11,
"dep_func": "xcomp",
"dep_head": "והחל"
},
{
"word": "מאמרים",
"dep_head_idx": 12,
"dep_func": "obj",
"dep_head": "לפרסם"
},
{
"word": "הומוריסטיים",
"dep_head_idx": 13,
"dep_func": "amod",
"dep_head": "מאמרים"
}
],
"root_idx": 2
}
]
Citation
If you use DictaBERT in your research, please cite
DictaBERT: A State-of-the-Art BERT Suite for Modern Hebrew
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}
}
Citation
If you use DictaBERT-syntax in your research, please cite
MRL Parsing without Tears: The Case of Hebrew
BibTeX:
@misc{shmidman2024mrl,
title={MRL Parsing Without Tears: The Case of Hebrew},
author={Shaltiel Shmidman and Avi Shmidman and Moshe Koppel and Reut Tsarfaty},
year={2024},
eprint={2403.06970},
archivePrefix={arXiv},
primaryClass={cs.CL}
}
License
Shield:
This work is licensed under a Creative Commons Attribution 4.0 International License .
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