| from transformers import BertTokenizer, BertForSequenceClassification, pipeline | |
| finbert = BertForSequenceClassification.from_pretrained('yiyanghkust/finbert-esg',num_labels=4) | |
| tokenizer = BertTokenizer.from_pretrained('yiyanghkust/finbert-esg') | |
| nlp = pipeline("text-classification", model=finbert, tokenizer=tokenizer) | |
| text = st.text_area('enter some text:') | |
| if text: | |
| results = nlp([text]) | |
| st.json(out) |