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学习体育节目:扎根语言测试

Learning to Sportscast: A Test of Grounded Language Acquisition
课程网址: http://videolectures.net/icml08_chen_sport/  
主讲教师: David L. Chen
开课单位: 德克萨斯大学
开课时间: 2008-07-30
课程语种: 英语
中文简介:
我们提出了一个新的评论员系统, 学习语言从体育比赛的模拟足球比赛。该系统学习解析和生成评论, 而不需要对英语有任何工程知识。训练是只使用模糊的监督, 在文本的人类评论和模拟状态的足球比赛。该系统同时试图建立评论与仿真状态之间的对应关系, 并建立一个翻译模型。我们还提出了一种新的算法, 迭代策略学习 (igsl), 用于决定要评论哪些事件。对生成的评论的人类评价表明, 与人类评论相比, 这些评论具有合理的质量。
课程简介: We present a novel commentator system that learns language from sportscasts of simulated soccer games. The system learns to parse and generate commentaries without any engineered knowledge about the English language. Training is done using only ambiguous supervision in the form of textual human commentaries and simulation states of the soccer games. The system simultaneously tries to establish correspondences between the commentaries and the simulation states as well as build a translation model. We also present a novel algorithm, Iterative Generation Strategy Learning (IGSL), for deciding which events to comment on. Human evaluations of the generated commentaries indicate they are of reasonable quality compared to human commentaries.
关 键 词: 解说系统; 翻译模型; 策略学习
课程来源: 视频讲座网
最后编审: 2020-07-06:heyf
阅读次数: 37