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