CLNov 2, 2018

Meta-path Augmented Response Generation

arXiv:1811.00693v1
Originality Incremental advance
AI Analysis

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.

Foundations

The foundational work for this paper's niche, ranked by how specifically the neighbourhood builds on it — not by global fame.

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