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你是真的吗?克罗地亚文本中的学习事件事实性

Are You for Real? Learning Event Factuality in Croatian Texts
课程网址: http://videolectures.net/is2012_glavas_event_factuality/  
主讲教师: Goran Glavaš
开课单位: 萨格勒布大学
开课时间: 2012-11-16
课程语种: 英语
中文简介:
现实世界事件与其在文本中的表示(语言事件或事件提及)之间存在一定的差异。提及事件通常是指未实际发生或未发生事件不确定的未来事件或假设事件。在本文中,我们使用有监督的机器学习来解决在克罗地亚文本中预测事件事实性的问题。对于每个事件提及,我们的目标是预测其极性(所表示的事件是否实际发生)及其确定性(表示事件发生的置信水平)。我们仅使用基于词汇的功能,以便研究如何为克罗地亚语等资源贫乏的语言解决此问题。我们的初步结果表明,虽然仅使用基于词汇的特征预测事件极性是可行的,但预测事件确定性要求使用更复杂的特征。
课程简介: There is a certain discrepancy between real-world events and their representations in text (linguistic events or event mentions). The event mentions often refer to future or hypothetical events that have not actually occurred or whose occurrence is uncertain. In this paper we address the problem of predicting event factuality in Croatian texts using supervised machine learning. For each event mention, we aim to predict its polarity (whether the denoted event has actually happened) and its certainty (the level of confidence that the denoted event has happened). We use only lexically-based features, in order to investigate how well this problem may be addressed for a resource-poor language such as Croatian. Our preliminary results suggest that while predicting event polarity using only lexically-based features is feasible, predicting event certainty mandates the use of more sophisticated features.
关 键 词: 机器学习; 预测事件; 语言事件
课程来源: 视频讲座网
最后编审: 2019-04-29:lxf
阅读次数: 28