sentence type classification

I want to classify the sentences in my dataset as declarative, interrogative, imperative and exclamative. Although It can be classified with respect to punctuation marks such as ?, ! and . but there are many cases and situations that these rules can fail.

In NLP area, is there any model or solution that can be applied to reach the mentioned goal?

Topic text-classification deep-learning classification nlp

Category Data Science

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