C3KG: A Chinese Commonsense Conversation Knowledge Graph
Dawei Li, Yanran Li, Jiayi Zhang, Ke Li, Wei Chen, Jianwei Cui, Bin Wang
2022Findings of the Association for Computational Linguistics: ACL 202218 citationsDOIOpen Access PDF
Abstract
Existing commonsense knowledge bases often organize tuples in an isolated manner, which is deficient for commonsense conversational models to plan the next steps. To fill the gap, we curate a large-scale multi-turn human-written conversation corpus, and create the first Chinese commonsense conversation knowledge graph which incorporates both social commonsense knowledge and dialog flow information. To show the potential of our graph, we develop a graph-conversation matching approach, and benchmark two graph-grounded conversational tasks.
Topics & Concepts
Commonsense knowledgeConversationComputer scienceCommonsense reasoningKnowledge graphDialog boxGraphNatural language processingArtificial intelligenceKnowledge baseWorld Wide WebTheoretical computer sciencePsychologyCommunicationTopic ModelingNatural Language Processing TechniquesSpeech and dialogue systems