Approach for limited labelled data #8

Is there a script or a road map that I can use to try zero-shot inference with new entities. I already have annotated data but not too much (around 3000 and unbalanced) I can maybe fine tune but training from scratch would not be possible for me given I don't have a big dataset. What approach should I follow?