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language: |
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- en |
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--- |
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# Open Named Entity Recognition (English) |
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You can read the details in [this post](https://medium.com/@yongsun.yoon/cross-encoder-for-open-named-entity-recognition-4a7d485c37cc). |
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```python |
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from transformers import pipeline |
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nlp = pipeline('token-classification', 'yongsun-yoon/deberta-v3-base-open-ner', aggregation_strategy='simple') |
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text = 'Heat the olive oil in a frying pan, add the onion and cook for 5 minutes until softened and starting to turn golden. Set aside.' |
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entity_type = 'ingredient' |
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input_text = f'{text}{nlp.tokenizer.sep_token}{entity_type}' # [SEP] |
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nlp(input_text) # olive oil, onion |
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``` |
