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

机译:单词分割对中文名称标记的影响的比较

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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:单词分割通常被认为是许多中文和日本自然语言处理任务的重要步骤,例如姓名标记。本文呈现了几种新的观测和分析词分割对名称标记的影响; (1)。由于当前最先进的中文词分割性能的限制,基于角色的名称标记器可以优于其基于词的基于词的对应物,但不是日本人; (2)。保持分割设置(例如,定义,规格,方法)一致的培训和测试对名称标记之间的关键是至关重要的; (3)。只要(2)确保了,词分割的性能对中文和日本标签没有明显影响。

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