CODEWITHSUNDEEP
nlpopennlpmulticlass-classification
DON
DON

Reputation: 45

multiple intents from given a input text?

Can we have a model which distinguishes sentence with intent from a given input text like in the example below?

"Turn the bathroom light off and remind me to take the trash out."

There are two independent intents here: turn_lights, set_reminder.

Similarly in another example:

"Hey what's up? do you guys offer free trial?"

there are two intents here : greetings , product_pricing

Thanks & Regards, Achyuta nanda Sahoo

Thanks.

Upvotes: 0

Views: 411

Answers (1)

berkin
berkin

Reputation: 558

The problem you are addressing is multilabel or multiclass classification. In machine learning, there are algorithms you can train models to label multi-intents as listed in Wiki page for multilabel classification .

Another approach would be one-label classification and get probabilities of intents for your instances and select the labels that are above the thresholds that you selected.

Hope this helps,

Cheers

Upvotes: 2

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