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Searching for musical features using natural language queries: the C@merata evaluations at MediaEval

机译:使用自然语言查询来搜索音乐特征:MediaEval的C @ merata评估

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Musicological texts about classical music frequently include detailed technical discussions concerning the works being analysed. These references can be specific (e.g. C sharp in the treble clef) or general (fugal passage, Thor's Hammer). Experts can usually identify the features in question in music scores but a means of performing this task automatically could be very useful for experts and beginners alike. Following work on textual question answering over many years as co-organisers of the QA tasks at the Cross Language Evaluation Forum, we decided in 2013 to propose a new type of task where the input would be a natural language phrase, together with a music score in MusicXML, and the required output would be one or more matching passages in the score. We report here on 3years of the C@merata task at MediaEval. We describe the design of the task, the evaluation methods we devised for it, the approaches adopted by participant systems and the results obtained. Finally, we assess the progress which has been made in aligning natural language text with music and map out the main steps for the future. The novel aspects of this work are: (1) the task itself, linking musical references to actual music scores, (2) the evaluation methods we devised, based on modified versions of precision and recall, applied to demarcated musical passages, and (3) the progress which has been made in analysing and interpreting detailed technical references to music within texts.
机译:有关古典音乐的音乐文献经常包括有关所分析作品的详细技术讨论。这些参考可以是特定的(例如高音谱号中的C尖峰),也可以是一般的(不规则通道,Thor's Hammer)。专家通常可以识别乐谱中有问题的功能,但是自动执行此任务的方法对专家和初学者都非常有用。在跨语言评估论坛(QA)的QA任务的共同组织者多年研究文本问题的工作之后,我们于2013年决定提出一种新的任务类型,其中输入内容将是自然语言短语和乐谱在MusicXML中,所需的输出将是乐谱中的一个或多个匹配段落。我们在此报告MediaEval C @ merata任务执行3年的情况。我们描述了任务的设计,为任务设计的评估方法,参与者系统采用的方法以及获得的结果。最后,我们评估了将自然语言文本与音乐对齐所取得的进展,并规划了未来的主要步骤。这项工作的新颖之处在于:(1)任务本身,将音乐参考与实际乐谱联系起来;(2)基于精确度和召回率的修改版本,我们设计的评估方法应用于分界的音乐段落,以及(3) )在分析和解释文本中对音乐的详细技术参考方面所取得的进展。

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