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--- |
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language: de |
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datasets: |
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- Legal-Entity-Recognition |
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widget: |
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- text: "1. Das Bundesarbeitsgericht ist gemäß § 9 Abs. 2 Satz 2 ArbGG iVm. § 201 Abs. 1 Satz 2 GVG für die beabsichtigte Klage gegen den Bund zuständig ." |
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--- |
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|
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### German BERT for Legal NER |
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#### Use: |
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```python |
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from transformers import pipeline |
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from transformers import AutoTokenizer, AutoModelForTokenClassification |
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tokenizer = AutoTokenizer.from_pretrained("PaDaS-Lab/gbert-legal-ner", use_auth_token="AUTH_TOKEN") |
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model = AutoModelForTokenClassification.from_pretrained("PaDaS-Lab/gbert-legal-ner", use_auth_token="AUTH_TOKEN") |
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ner = pipeline("ner", model=model, tokenizer=tokenizer) |
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example = "1. Das Bundesarbeitsgericht ist gemäß § 9 Abs. 2 Satz 2 ArbGG iVm. § 201 Abs. 1 Satz 2 GVG für die beabsichtigte Klage gegen den Bund zuständig ." |
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results = ner(example) |
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print(results) |
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``` |
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#### Classes: |
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|Abbreviation|Class| |
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|----|----| |
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|PER|Person| |
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|RR|Judge| |
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|AN|Lawyer| |
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|LD|Country| |
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|ST|City| |
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|STR|Street| |
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|LDS|Landscape| |
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|ORG|Organization| |
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|UN|Company| |
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|INN|Institution| |
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|GRT|Court| |
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|MRK|Brand| |
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|GS|Law| |
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|VO|Ordinance| |
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|EUN|European legal norm| |
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|VS|Regulation| |
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|VT|Contract| |
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|RS|Court decision| |
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|LIT|Legal literature| |
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--- |
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Please reference our work when using the model. |
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```bibtex |
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@conference{icaart23, |
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author={Harshil Darji. and Jelena Mitrović. and Michael Granitzer.}, |
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title={German BERT Model for Legal Named Entity Recognition}, |
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booktitle={Proceedings of the 15th International Conference on Agents and Artificial Intelligence - Volume 3: ICAART,}, |
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year={2023}, |
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pages={723-728}, |
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publisher={SciTePress}, |
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organization={INSTICC}, |
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doi={10.5220/0011749400003393}, |
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isbn={978-989-758-623-1}, |
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issn={2184-433X}, |
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} |
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``` |
