I tried putting blank in the intent field in md file but it isn’t present in the training_data.json file after model trains so I assume that the data without intent is not read.
Example:
## intent:
- some data goes here
- another data goes here
I’ve got specific (synonyms of) entities in those examples so I don’t want it to mispredict it as an out_of_scope_intent. I just want the model to know that those words exist.
Then it sounds to me that those examples are needed to train the model anyways. I get your concern about overfitting, but as long as you capture the intents you have in different natural language examples, you don’t really have to worry about overfitting that much.