在 Bukudio 应用程序中整合转换器模型文本摘要和文本到语音技术以帮助理解文档

Ivana Lucia Kharisma, Kamdan Kamdan, Anggun Fergina, Tofik Hidayat, Moh. Abd. Aziz Hidayat, Muhamad Muslih, A. Erfina
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摘要

需要有效、准确和精确地理解信息,这将优化决策过程,增加知识,提高生活质量。与文档摘要过程有关的信息理解,如果手工完成,有时需要很长时间。作为文档摘要器的文本摘要技术已被开发并应用于各种领域,如重要文档、新闻文本或客户反馈的摘要。本文在 Bukudio 应用程序中开发了使用文本秩方法和转换器建模与文本到语音技术相结合的文本摘要技术,该应用程序提供应用程序数据库中书籍文档的音频版本。根据测试结果,使用 Rouge 方法进行了评估过程,在计算 Rouge 1 重叠单图时结果最好,F1 分数值为 0.523,精确度值为 0.434,召回值为 0.659。这项研究将使用其他方法进行开发,这样不仅可以处理 PDF 文档格式的文件,还可以处理其他 EPUB(电子出版物)文件。
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Integration of Transformer Model Text Summarization and Text-to-Speech in Helping Document Understanding in the Bukudio Application
The need for effective, accurate and precise understanding of information will provide optimization of the decision-making process, increase knowledge and quality of life. Understanding information in relation to the document summarization process, if done manually, sometimes takes quite a long time. Text summarization techniques which are useful as document summarizers have been developed and applied to various things such as summarizing important documents, news texts or customer feedback. In this article, text summarization using the text rank method and transformer modeling integrated with text to speech techniques is developed in the Bukudio application, which is an application that provides audio versions of book documents in the application database. Based on the test results, the evaluation process was carried out using the Rouge method and gave the best results in calculating the Rouge 1 overlap monogram resulting in 0.523 for the F1 Score value, 0.434 for the precision value and 0.659 for the recall value. This research will be developed using other methods so that not only files in PDF document format can be processed, but other EPUB (Electronic Publication) files.
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