Need to find out algorithim for entity recognition
For this kind of task if try to build your custom ner model it would be much better. For references you can check my kaggle notebook for custom model of ner which will give you head start in designing your own dataset &amp; preparing dataset for modeling.

Kaggle Notebook Link