Meta-path Augmented Response Generation
This addresses the challenge of entity coherence in chatbots for users needing more contextually relevant interactions, but it appears incremental as it builds on existing entity-aware methods.
The paper tackled the problem of generating chatbot responses that properly mention relevant entities by augmenting the model with meta-path information, resulting in a system called Mocha that follows conversation flow to mention appropriate entities.
We propose a chatbot, namely Mocha to make good use of relevant entities when generating responses. Augmented with meta-path information, Mocha is able to mention proper entities following the conversation flow.