Unknown Intent Detection
Related Papers
Unknown Intent Detection Using Gaussian Mixture Model with an Application to Zero-shot Intent Classification
AbstractUser intent classification plays a vital role in dialogue systems. Since user intent may frequently change over time in many realistic scenarios, unknown (new) intent detection has become an essential …...
Energy-based Unknown Intent Detection with Data Manipulation
Unknown intent detection aims to identify the out-of-distribution (OOD) utterance whose in- tent has never appeared in the training set. In this paper, we propose using energy scores for this …...
Unknown Intent Detection Using Multi-Objective Optimization on Deep Learning Classifiers
AbstractModelling and understanding dialogues in a conversation depends on identifying the user intent from the given text. Unknown or new intent detection is a critical task, as in a realistic …...
Unknown Intent Detection using Multi-Objective Optimization on Deep Learning Classifiers
Modelling and understanding dialogues in a conversation depends on identifying the user intent from the given text. Unknown or new intent detection has became an important task, as in a …...