"No one is harder on a talented person than the person themselves" - Linda Wilkinson ; "Trust your guts and don't follow the herd" ; "Validate direction not destination" ;

May 24, 2021

Paper Review - Neural Generation Meets Real People: Towards Emotionally Engaging Mixed-Initiative Conversations

Neural Generation Meets Real People: Towards Emotionally Engaging Mixed-Initiative Conversations


Youtube session - Link
Demo - Link, Link1

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
More Reads

Keep Exploring!!!

No comments: