EASY ASSISTANT:用于开发特定领域聊天机器人的辅助工具

A. Moreira, Mário Augusto Pazoti, Robson Augusto Siscoutto
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引用次数: 0

摘要

智能系统主要与给人们带来越来越多的支持的行为有关。目前,人们越来越多地使用与机器学习能力相关的元素,即人工智能(AI)。在人工智能中,聊天机器人较为突出,是具有一定情感和认知水平的个性化虚拟代理,通常应用于协作、社交或学习系统中,为用户提供一些具有持续性和强关系交互的服务。开发这样一种代理并非易事。提供一致和沉浸式通信的聊天机器人需要几种技术,有时甚至是复杂的,与自然语言处理、理解和生成相关,其中涉及实体、目标等的分类;也可以自我修复,避免对话不一致和上下文丢失。因此,这项工作提出了一个网络工具,允许用户开发、训练和定制他们的聊天机器人虚拟代理。该智能体使用基于恢复和生成模型的两种训练和响应模型,建立在操纵用户定义的数据库的神经网络上。我们对该工具进行了测试和评估,以确定其准确性,事实证明它达到了目标,并允许创建个性化的聊天机器人。
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EASY ASSISTANT: UMA FERRAMENTA DE AUXÍLIO PARA O DESENVOLVIMENTO DE CHATBOTS DE DOMÍNIO ESPECÍFICO
Intelligent systems are mainly linked to the act of bringing more and more support to people. Currently, there is a growing use of elements related to the machine learning capacity, that is, Artificial Intelligence (AI). In AI, chatbots stand out, personalized and virtual agents with a certain emotional and cognitive level, usually employed in collaborative, social or learning systems, in order to offer some service with persistent and strongly relational interaction to users. Developing such an agent is not trivial. A chatbot that provides consistent and immersive communication requires several techniques, sometimes even complex,related to natural language processing, understanding and generation, which involve classification of entities, objectives, among others; also self-healing to avoid conversation inconsistencies and loss of context. Therefore, this work presents a web tool that allows the user to develop, train and customize their chatbot virtual agent. This agent uses two training and response models based on recovery and generative models, built on neurais networks that manipulate a database defined by the user. The tool was tested and evaluated in order to qualify its accuracy, which proved to reach its goals, as well as allow the creation of a personalized chatbot.
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来源期刊
自引率
0.00%
发文量
17
审稿时长
12 weeks
期刊最新文献
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