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Discriminative Strategies to Integrate Multiword Expression Recognition and Parsing

机译:集成多词表达识别和解析的判别策略

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The integration of multiword expressions in a parsing procedure has been shown to improve accuracy in an artificial context where such expressions have been perfectly pre-identified. This paper evaluates two empirical strategies to integrate multiword units in a real constituency parsing context and shows that the results are not as promising as has sometimes been suggested. Firstly, we show that pre-grouping multiword expressions before parsing with a state-of-the-art recognizer improves multiword recognition accuracy and unlabeled attachment score. However, it has no statistically significant impact in terms of F-score as incorrect multiword expression recognition has important side effects on parsing. Secondly, integrating multiword expressions in the parser grammar followed by a reranker specific to such expressions slightly improves all evaluation metrics.
机译:在解析过程中多词表达式的集成已显示出可以在人工上下文中提高准确性,在这种情况下,此类表达已得到了很好的预先识别。本文评估了在实选区分析上下文中集成多字单元的两种经验策略,结果表明该结果并不像有时所建议的那样有希望。首先,我们证明了在使用最新的识别器进行解析之前对多字表达式进行预分组可以提高多字识别的准确性和未标记的附件分数。但是,就F分数而言,它没有统计上的显着影响,因为不正确的多字表达识别会对解析产生重要的副作用。其次,将多字表达式集成到解析器语法中,然后再使用针对此类表达式的重新排序器,可以稍微改善所有评估指标。

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