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Simplifying Lexical Simplification: Do We Need Simplified Corpora?

机译:简化词汇简化:我们需要简化语料库吗?

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摘要

Simplification of lexically complex texts, by replacing complex words with their simpler synonyms, helps non-native speakers, children, and language-impaired people understand text better. Recent lexical simplification methods rely on manually simplified corpora, which are expensive and time-consuming to build. We present an unsupervised approach to lexical simplification that makes use of the most recent word vector representations and requires only regular corpora. Results of both automated and human evaluation show that our simple method is as effective as systems that rely on simplified corpora.
机译:通过将复杂的单词替换为更简单的同义词来简化词汇复杂的文本,有助于非母语者,儿童和语言障碍的人更好地理解文本。最近的词汇简化方法依赖于人工简化的语料库,这种方法成本高昂且耗时。我们提出了一种无监督的词汇简化方法,该方法利用了最新的词向量表示形式,并且只需要常规语料即可。自动化和人工评估的结果都表明,我们的简单方法与依赖简化语料库的系统一样有效。

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