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扎根语言学习

Grounded Language Learning
课程网址: http://videolectures.net/aaai2013_mooney_language_learning/  
主讲教师: Raymond J. Mooney
开课单位: 德克萨斯大学
开课时间: 2013-11-14
课程语种: 英语
中文简介:

计算语言学中大多数语义学方法都是用词或抽象符号来表示含义。扎实的语言研究将自然语言的含义基于(真实或虚拟)世界中的感知和/或动作。机器学习已成为构建自然语言系统的最有效方法。但是,当前的方法需要大量费力的注释训练数据。理想情况下,通过在相关但模棱两可的环境中接触语言,计算机将能够像儿童一样获得语言,从而将其学习基于感知和行动。我们将回顾基础语言学习的最新研究并讨论未来的方向。

课程简介: Most approaches to semantics in computational linguistics represent meaning in terms of words or abstract symbols. Grounded-language research bases the meaning of natural language on perception and/or action in the (real or virtual) world. Machine learning has become the most effective approach to constructing natural-language systems; however, current methods require a great deal of laboriously annotated training data. Ideally, a computer would be able to acquire language like a child, by being exposed to language in the context of a relevant but ambiguous environment, thereby grounding its learning in perception and action. We will review recent research in grounded language learning and discuss future directions.
关 键 词: 计算语言学; 机器学习
课程来源: 视频讲座网
数据采集: 2020-11-01:zyk
最后编审: 2020-11-01:zyk
阅读次数: 122