What model should i use to extract relation between words

I want to create a ML model which would give a score from 0 to 1 which would signify the relation between them.

I know about Relationship Extraction(RE) but that's more related with sentences based relation. Instead i want to input two words and that should output the relation between them and a input dataset being a lot of sentences.