Increase the number of training samples for each intent by adding more random utterances.

Use data augmentation techniques to generate additional training samples with variations in wording and phrasing.

Remove some of the intents and merge them into a single intent to simplify the model.

Fine-tune the model's parameters to improve its ability to generalize from the training data.