Neural Generation Meets Real People: Towards Emotionally Engaging Mixed-Initiative Conversations
Youtube session - Link
Key components
- Global navigational intent classifier
- Entity tracker
- Response priority system
Navigational Intent Classifier
- Find topic
- Check positive / Negative intent
- Manually-constructed regexes
Entity Tracker
- Priority-ordered list of possible entities
Response Priority Ranking System
- The priority levels are clear to understand and make it easy to modify behavior.
Dialogue Act Classifier
- Dialogue acts can support understanding of user intent
Question Classifier
- Fine-tuned a RoBERTa model on an simplified version of the Dialogue Act training data, framing the task as binary classification, conditioned only on the user utterance
- Movies / Music data
- Music response generator
- Movie resposne generator
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