metadata
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.
This is the fine-tuned BERT-tiny 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.
Sample usage:
from transformers import AutoModel, AutoTokenizer
tokenizer = AutoTokenizer.from_pretrained('dicta-il/dictabert-tiny-joint')
model = AutoModel.from_pretrained('dicta-il/dictabert-tiny-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:
[
{
"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:
@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: 
This work is licensed under a Creative Commons Attribution 4.0 International License.
