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--- |
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license: cc-by-4.0 |
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language: |
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- he |
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--- |
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# DictaBERT-Large: A State-of-the-Art BERT-Large Suite for Modern Hebrew |
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State-of-the-art language model for Hebrew, released [here](https://arxiv.org/abs/2308.16687). |
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This is the fine-tuned BERT-large model for the named-entity-recognition task. |
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For the bert-base models for other tasks, see [here](https://huggingface.co/collections/dicta-il/dictabert-6588e7cc08f83845fc42a18b). |
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For the bert-large models for other tasks, see [to-be-added]. |
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Sample usage: |
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```python |
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from transformers import pipeline |
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oracle = pipeline('ner', model='dicta-il/dictabert-large-ner', aggregation_strategy='simple') |
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# if we set aggregation_strategy to simple, we need to define a decoder for the tokenizer. Note that the last wordpiece of a group will still be emitted |
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from tokenizers.decoders import WordPiece |
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oracle.tokenizer.backend_tokenizer.decoder = WordPiece() |
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sentence = 'ืืื ืืจืืื ืฉืืฉ: ืฉืขืจ ืฉื ืกืืจืืง ืืืืืืฃ ืืขื ืืง ืืืื ืืจืื ื ืืฆืืื ืฉื ื ืืฉืืืฉื ืืฉืืงืื ืืขืืืื ืืขื ืืงื ืืืืื.' |
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oracle(sentence) |
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``` |
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Output: |
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```json |
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[ |
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{ |
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"entity_group": "PER", |
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"score": 0.9998621, |
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"word": "ืกืืจืืง", |
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"start": 22, |
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"end": 27 |
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}, |
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{ |
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"entity_group": "PER", |
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"score": 0.9999503, |
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"word": "ืืื", |
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"start": 41, |
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"end": 44 |
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}, |
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{ |
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"entity_group": "PER", |
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"score": 0.9998287, |
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"word": "ืืจืื", |
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"start": 46, |
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"end": 50 |
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} |
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] |
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``` |
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## Citation |
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If you use DictaBERT in your research, please cite ```DictaBERT: A State-of-the-Art BERT Suite for Modern Hebrew``` |
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**BibTeX:** |
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```bibtex |
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@misc{shmidman2023dictabert, |
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title={DictaBERT: A State-of-the-Art BERT Suite for Modern Hebrew}, |
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author={Shaltiel Shmidman and Avi Shmidman and Moshe Koppel}, |
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year={2023}, |
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eprint={2308.16687}, |
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archivePrefix={arXiv}, |
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primaryClass={cs.CL} |
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} |
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``` |
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## License |
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Shield: [![CC BY 4.0][cc-by-shield]][cc-by] |
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This work is licensed under a |
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[Creative Commons Attribution 4.0 International License][cc-by]. |
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[![CC BY 4.0][cc-by-image]][cc-by] |
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[cc-by]: http://creativecommons.org/licenses/by/4.0/ |
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[cc-by-image]: https://i.creativecommons.org/l/by/4.0/88x31.png |
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[cc-by-shield]: https://img.shields.io/badge/License-CC%20BY%204.0-lightgrey.svg |
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