{"title":"DigiMo——在新加坡开发一个情感智能聊天机器人","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":"{\"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}","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}
DigiMo - towards developing an emotional intelligent chatbot in Singapore
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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