I want to detect multiple entities of the same type in the sentence:
Order 2 bananas 3 oranges and 5 apples Order 5 cases of spinach 16 ounces 7 kgs of fuji apples 12 packs of milk
Entities above are:
- Count - 2/3/5/7
- Products - bananas/oranges/spinach 16 ounces/fuji apples
- Units - cases/kgs/packs
While I can train the model really well to pick n different types of entities I am facing issues with having multiple entities of multiple types in the same utterance.
I have tried to generate training data using chatito but the permutation and combinations run into 10s of millions.
Any suggestions around this?