Applying Weighted Finite State Transducers and Ripple Down Rules for Myanmar Name Romanization

Win Zaw, Shwe Sin Moe, Ye Kyaw Thu, Nyein Nyein Oo
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Abstract

Romanization known as Latinization that refers to the representation of names with Roman (Latin) alphabets. The Romanization process is not trivial especially for Myanmar Language (Burmese) due to different Roman variations of a single Myanmar proper noun. The Myanmar Name Romanization project has so far developed a 55K Romanized word pairs of Myanmar personal names. We apply Weighted Finite State Transducers (WFST) and Ripple Down Rules (RDR) based tagging approaches to the task of Myanmar name Romanization and vice versa. We perform experiments on one closed test data set (5,000 of training data) and three open test data sets: 5,000 Myanmar personal names, 571 city and town names of Myanmar, and 292 Myanmar food names. The result shows that RDR approach gives better performance than WFST for open test data sets.
缅甸名字罗马化的加权有限状态传感器和下波规则应用
罗马化被称为拉丁化,指的是用罗马(拉丁)字母表示名字。罗马化过程不是微不足道的,特别是对于缅甸语(缅甸语),由于一个缅甸专有名词的不同罗马变体。缅甸人名罗马化项目目前已经开发了55K个缅甸人名罗马化单词对。我们将加权有限状态传感器(WFST)和基于Ripple Down规则(RDR)的标记方法应用于缅甸名称罗马化任务,反之亦然。我们在1个封闭测试数据集(5000个训练数据)和3个开放测试数据集上进行实验:5000个缅甸人名、571个缅甸城镇名称、292个缅甸食品名称。结果表明,RDR方法在开放测试数据集上的性能优于WFST方法。
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