{"title":"人工智能中的同理心:通过高级自然语言处理开发句子敏感型聊天机器人","authors":"Dr.Mabrouka Abuhmida, Dr. Wendy Booth","doi":"10.30534/ijatcse/2024/071332024","DOIUrl":null,"url":null,"abstract":"This paper explores the development of an empathetic chatbot that utilises advanced natural language processing (NLP) techniques for accurate emotion detection and response generation. This paper also explores the impact of the use of a hybrid model that recognises and categorises emotional states from textual input. Using generation models like DialoGPT, fine-tuned with empathetic dialogue datasets. The proposed chatbot‘s architect performance was evaluated using various metrics, and the results show advantage over existing models.","PeriodicalId":483282,"journal":{"name":"International journal of advanced trends in computer science and engineering","volume":" 9","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-06-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Empathy in AI: Developing a Sentiment-Sensitive Chatbot through Advanced Natural Language Processing\",\"authors\":\"Dr.Mabrouka Abuhmida, Dr. Wendy Booth\",\"doi\":\"10.30534/ijatcse/2024/071332024\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"This paper explores the development of an empathetic chatbot that utilises advanced natural language processing (NLP) techniques for accurate emotion detection and response generation. This paper also explores the impact of the use of a hybrid model that recognises and categorises emotional states from textual input. Using generation models like DialoGPT, fine-tuned with empathetic dialogue datasets. The proposed chatbot‘s architect performance was evaluated using various metrics, and the results show advantage over existing models.\",\"PeriodicalId\":483282,\"journal\":{\"name\":\"International journal of advanced trends in computer science and engineering\",\"volume\":\" 9\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-06-08\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"International journal of advanced trends in computer science and engineering\",\"FirstCategoryId\":\"0\",\"ListUrlMain\":\"https://doi.org/10.30534/ijatcse/2024/071332024\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"International journal of advanced trends in computer science and engineering","FirstCategoryId":"0","ListUrlMain":"https://doi.org/10.30534/ijatcse/2024/071332024","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Empathy in AI: Developing a Sentiment-Sensitive Chatbot through Advanced Natural Language Processing
This paper explores the development of an empathetic chatbot that utilises advanced natural language processing (NLP) techniques for accurate emotion detection and response generation. This paper also explores the impact of the use of a hybrid model that recognises and categorises emotional states from textual input. Using generation models like DialoGPT, fine-tuned with empathetic dialogue datasets. The proposed chatbot‘s architect performance was evaluated using various metrics, and the results show advantage over existing models.