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--- |
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language: "en" |
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tags: |
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- buy-intent |
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- sell-intent |
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- consumer-intent |
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widget: |
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- text: "Flutoprazepam (Restas) is a drug which is a benzodiazepine. It was patented in Japan by Sumitomo." |
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--- |
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# Chemical vs Pharmaceutical Domain Document Classifier |
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Chemical domain language model finetuned on 13K Chemical, and 14K Pharma Wikipedia articles broken into paragraphs. |
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| Train Loss | Validation Acc. | Test Acc.| |
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| ------------- |:-------------: | -----: | |
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| 0.17 | 0.928 | 0.927 | |
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# Dataset |
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Dataset with splits can be found @ [https://www.kaggle.com/shahrukhkhan/pharma-vs-chemicals-domain-classification](https://www.kaggle.com/shahrukhkhan/pharma-vs-chemicals-domain-classification) |
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# Label Mappings |
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LABEL_0 => **"PHARMACEUTICAL"** <br/> |
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LABEL_1 => **"CHEMICAL"** |
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## Usage in Transformers |
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```python |
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from transformers import AutoTokenizer, AutoModelForSequenceClassification |
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tokenizer = AutoTokenizer.from_pretrained("recobo/chemical-bert-uncased-pharmaceutical-chemical-classifier") |
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model = AutoModelForSequenceClassification.from_pretrained("recobo/chemical-bert-uncased-pharmaceutical-chemical-classifier") |
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``` |
