README.md

---
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, as released [here](link to arxiv).

This is the fine-tuned model for the morphological tagging task.  

Sample usage:

```python
from transformers import AutoModel, AutoTokenizer

tokenizer = AutoTokenizer.from_pretrained('dicta-il/dictabert-morph')
model = AutoModel.from_pretrained('dicta-il/dictabert-morph', 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:
```json
[{
	"text": "בשנת 1948 השלים אפרים קישון את לימודיו בפיסול מתכת ובתולדות האמנות והחל לפרסם מאמרים הומוריסטיים",
	"tokens": [{
		"token": "בשנת",
		"pos": "NOUN",
		"feats": {
			"Gender": "Fem",
			"Number": "Sing"
		},
		"prefixes": ["ADP"],
		"suffix": false
	}, {
		"token": "1948",
		"pos": "NUM",
		"feats": {},
		"prefixes": [],
		"suffix": false
	}, {
		"token": "השלים",
		"pos": "VERB",
		"feats": {
			"Gender": "Masc",
			"Number": "Sing",
			"Person": "3",
			"Tense": "Past"
		},
		"prefixes": [],
		"suffix": false
	}, {
		"token": "אפרים",
		"pos": "PROPN",
		"feats": {},
		"prefixes": [],
		"suffix": false
	}, {
		"token": "קישון",
		"pos": "PROPN",
		"feats": {},
		"prefixes": [],
		"suffix": false
	}, {
		"token": "את",
		"pos": "ADP",
		"feats": {},
		"prefixes": [],
		"suffix": false
	}, {
		"token": "לימודיו",
		"pos": "NOUN",
		"feats": {
			"Gender": "Masc",
			"Number": "Plur"
		},
		"prefixes": [],
		"suffix": "PRON",
		"suffix_feats": {
			"Gender": "Masc",
			"Number": "Sing",
			"Person": "3"
		}
	}, {
		"token": "בפיסול",
		"pos": "NOUN",
		"feats": {
			"Gender": "Masc",
			"Number": "Sing"
		},
		"prefixes": ["ADP"],
		"suffix": false
	}, {
		"token": "מתכת",
		"pos": "NOUN",
		"feats": {
			"Gender": "Fem",
			"Number": "Sing"
		},
		"prefixes": [],
		"suffix": false
	}, {
		"token": "ובתולדות",
		"pos": "NOUN",
		"feats": {
			"Gender": "Fem",
			"Number": "Plur"
		},
		"prefixes": ["CCONJ", "ADP"],
		"suffix": false
	}, {
		"token": "האמנות",
		"pos": "NOUN",
		"feats": {
			"Gender": "Fem",
			"Number": "Sing"
		},
		"prefixes": ["DET"],
		"suffix": false
	}, {
		"token": "והחל",
		"pos": "VERB",
		"feats": {
			"Gender": "Masc",
			"Number": "Sing",
			"Person": "3",
			"Tense": "Past"
		},
		"prefixes": ["CCONJ"],
		"suffix": false
	}, {
		"token": "לפרסם",
		"pos": "VERB",
		"feats": {},
		"prefixes": [],
		"suffix": false
	}, {
		"token": "מאמרים",
		"pos": "NOUN",
		"feats": {
			"Gender": "Masc",
			"Number": "Plur"
		},
		"prefixes": [],
		"suffix": false
	}, {
		"token": "הומוריסטיים",
		"pos": "ADJ",
		"feats": {
			"Gender": "Masc",
			"Number": "Plur"
		},
		"prefixes": [],
		"suffix": false
	}]
}]
```


## Citation

If you use DictaBERT in your research, please cite ```DictaBERT: A State-of-the-Art BERT Suite for Modern Hebrew```

**BibTeX:**

To add

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