metadata

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

Label Mappings

LABEL_0 => "PHARMACEUTICAL"
LABEL_1 => "CHEMICAL"

Usage in Transformers

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")