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Comparison of the Impact of Word Segmentation on Name Tagging for Chinese and Japanese

机译:分词对中文和日文名称标记影响的比较

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Word Segmentation is usually considered an essential step for many Chinese and Japanese Natural Language Processing tasks, such as name tagging. This paper presents several new observations and analysis on the impact of word segmentation on name tagging; (1). Due to the limitation of current state-of-the-art Chinese word segmentation performance, a character-based name tagger can outperform its word-based counterparts for Chinese but not for Japanese; (2). It is crucial to keep segmentation settings (e.g. definitions, specifications, methods) consistent between training and testing for name tagging; (3). As long as (2) is ensured, the performance of word segmentation does not have appreciable impact on Chinese and Japanese name tagging.
机译:分词通常被认为是许多中文和日语自然语言处理任务(例如名称标记)的重要步骤。本文对分词对名称标签的影响提出了一些新的观察和分析。 (1)。由于当前最新的中文分词性能的局限性,基于字符的名称标记器在中文(而非日语)上的性能可能优于其基于词的标记。 (2)。在名称标签的培训和测试之间保持分段设置(例如定义,规范,方法)一致是至关重要的; (3)。只要确保(2),分词的性能就不会对中文和日语名称标记产生明显影响。

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