Ambiguous Entity in stanfors NER

Question

I am working on Stanford NER, My question is regarding ambiguous entities. For example, I have 2 sentences:

1. I love oranges.
2. Orange is my dress code for tomorrow.

How can i train these 2 sentences to give out,

first orange as Fruit, second orange as Color.

Thanks

Answer 1

Scrape data from sites like wikipedia,etc. and create a scoring model and then use it for context prediction.