论文标题

部分可观测时空混沌系统的无模型预测

Discontinuous Constituency and BERT: A Case Study of Dutch

论文作者

Kogkalidis, Konstantinos, Wijnholds, Gijs

论文摘要

在本文中,我们着手量化荷兰语中非文本无文化模式的评估制度中BERT的句法能力。我们设计了一个基于温和上下文敏感的形式主义的测试套件,我们从中得出了语法,从而捕获了控制动词嵌套和动词的语言现象。语法与小词典配对,为我们提供了大量的自然主义话语,并用动词对象配对注释,这些话语是基于注意的跨度选择探针的评估测试床。我们的结果以广泛的分析为支持,表明所研究的模型失败了所检查的依赖项的隐含获取。

In this paper, we set out to quantify the syntactic capacity of BERT in the evaluation regime of non-context free patterns, as occurring in Dutch. We devise a test suite based on a mildly context-sensitive formalism, from which we derive grammars that capture the linguistic phenomena of control verb nesting and verb raising. The grammars, paired with a small lexicon, provide us with a large collection of naturalistic utterances, annotated with verb-subject pairings, that serve as the evaluation test bed for an attention-based span selection probe. Our results, backed by extensive analysis, suggest that the models investigated fail in the implicit acquisition of the dependencies examined.

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