Update README.md

README.md

@@ -6,4 +6,22 @@ tags:
 - environmental-social-corporate-governance
 widget:
 - text: "Rhonda has been volunteering for several years for a variety of charitable community programs. "
----
+---
+
+ESG analysis can help investors determine a business' long-term sustainability and identify associated risks. FinBERT-ESG is a FinBERT model fine-tuned on 2,000 manually annotated sentences from firms' ESG reports and annual reports.  
+
+# How to use 
+You can use this model with Transformers pipeline for sentiment analysis.
+```python
+# tested in transformers==4.18.0 
+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)
+results = nlp('Rhonda has been volunteering for several years for a variety of charitable community programs.')
+print(results) # [{'label': 'Social', 'score': 0.9906041026115417}]
+
+```
+
+Visit [FinBERT.AI](https://finbert.ai/) for more details on the recent development of FinBERT.