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

Dr.Mabrouka Abuhmida, Dr. Wendy Booth
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摘要

本文探讨了如何利用先进的自然语言处理(NLP)技术开发一款移情聊天机器人,以实现准确的情绪检测和响应生成。本文还探讨了使用混合模型从文本输入中识别和分类情绪状态的影响。使用 DialoGPT 等生成模型,并通过移情对话数据集进行微调。本文使用各种指标评估了拟议聊天机器人的架构性能,结果显示它比现有模型更具优势。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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.
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