{"title":"DigiMo - towards developing an emotional intelligent chatbot in Singapore","authors":"Andreea Niculescu, Ivan Kukanov, Bimlesh Wadhwa","doi":"10.1145/3391203.3391210","DOIUrl":null,"url":null,"abstract":"The paper is a work in progress report on the development of DigiMo, a chatbot with emotional intelligence. The chatbot development is based on a data collection and annotations of real dialogues between local Singaporeans expressing genuine emotions. The models were trained with cakechat, an open source sequence-to-sequence deep neural network. Perplexity measurements from automatic testing, as well as feedback from 6 expert evaluators confirmed the chatbot answers have high accuracy.","PeriodicalId":403163,"journal":{"name":"Proceedings of the 2020 Symposium on Emerging Research from Asia and on Asian Contexts and Cultures","volume":"68 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-04-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"4","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 2020 Symposium on Emerging Research from Asia and on Asian Contexts and Cultures","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3391203.3391210","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 4
Abstract
The paper is a work in progress report on the development of DigiMo, a chatbot with emotional intelligence. The chatbot development is based on a data collection and annotations of real dialogues between local Singaporeans expressing genuine emotions. The models were trained with cakechat, an open source sequence-to-sequence deep neural network. Perplexity measurements from automatic testing, as well as feedback from 6 expert evaluators confirmed the chatbot answers have high accuracy.
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