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Intent Classification and Slot Labeling - Gluon

Pytorch implementation of JointBERT: "BERT for Joint Intent Classification and Slot Filling"

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Can you identify question pairs that have the same intent?

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It first splits an input sentence into multiple sub-sentences which contain a single-intent, and then a joint single intent detection and slot filling model is applied to parse each sub-sentence recurrently. Finally, we integrate the parsed results.

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Scenario: If you switch from one activity to another within the same app, you use explicit intent.; 2. Implicit Intent. Definition: An implicit intent does not specify a specific component but declares a general action to be performed.The system resolves which component(s) can handle the intent based on the action, category, and data. Use Case: Implicit intents are useful when you want to ...

Slot-Gated Modeling for Joint Slot Filling and Intent Prediction

The title of our blog says "BERT for Joint Intent Classification and Slot Filling", so we need to come up with a model which does both intent classification as well as slot filling tasks....

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