Roland Oruche

Deep Contrastive Active Learning for Out-of-domain Filtering in Dialog Systems

2024

Task-oriented dialog systems have shown to foster effective human-chatbot collaborations for accomplishing goal-specific tasks through intent classification. In a real-world setting, collecting and training over user intents incurs a labeling-cost challenge for human annotators. While …