Rediscovering 50 years of discoveries in speech and language processing: A survey

J. Mariani, Gil Francopoulo, P. Paroubek, F. Vernier, Nam Kyun Kim, Moon Ju Jo, H. Kim
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引用次数: 3

Abstract

We have created the NLP4NLP corpus to study the content of scientific publications in the field of speech and natural language processing. It contains articles published in 34 major conferences and journals in that field over a period of 50 years (1965-2015), comprising 65,000 documents, gathering 50,000 authors, including 325,000 references and representing approximately 270 million words. Most of these publications are in English, some are in French, German or Russian. Some are open access, others have been provided by the publishers. In order to constitute and analyze this corpus several tools have been used or developed. Some of them use Natural Language Processing methods that have been published in the corpus, hence its name. Numerous manual corrections were necessary, which demonstrated the importance of establishing standards for uniquely identifying authors, publications or resources. We have conducted various studies: evolution over time of the number of articles and authors, collaborations between authors, citations between papers and authors, evolution of research themes and identification of the authors who introduced them, measure of innovation and detection of epistemological ruptures, use of language resources, reuse of articles and plagiarism in the context of a global or comparative analysis between sources.
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重新发现50年来语音和语言处理的发现:一项调查
我们创建了NLP4NLP语料库来研究语音和自然语言处理领域的科学出版物的内容。它收录了50年间(1965-2015)在该领域34个主要会议和期刊上发表的文章,包括6.5万份文件,收集了5万名作者,其中包括32.5万篇参考文献,约2.7亿字。这些出版物大多是英文的,有些是法文、德文或俄文的。有些是开放获取的,有些是由出版商提供的。为了构建和分析这个语料库,已经使用或开发了几个工具。其中一些使用已经在语料库中发布的自然语言处理方法,因此它的名字。有必要进行大量的手工更正,这表明建立唯一确定作者、出版物或资源的标准的重要性。我们进行了各种研究:文章和作者数量随时间的演变,作者之间的合作,论文和作者之间的引用,研究主题的演变和引入它们的作者的识别,创新的衡量和认识论断裂的检测,语言资源的使用,文章的再利用和剽窃在全球或来源之间的比较分析的背景下。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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