Categorical Vector Space Semantics for Lambek Calculus with a Relevant Modality

McPheat, Lachlan, Sadrzadeh, Mehrnoosh, Wazni, Hadi, Wijnholds, Gijs
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引用次数: 0

Abstract

We develop a categorical compositional distributional semantics for Lambek Calculus with a Relevant Modality !L*, which has a limited edition of the contraction and permutation rules. The categorical part of the semantics is a monoidal biclosed category with a coalgebra modality, very similar to the structure of a Differential Category. We instantiate this category to finite dimensional vector spaces and linear maps via "quantisation" functors and work with three concrete interpretations of the coalgebra modality. We apply the model to construct categorical and concrete semantic interpretations for the motivating example of !L*: the derivation of a phrase with a parasitic gap. The effectiveness of the concrete interpretations are evaluated via a disambiguation task, on an extension of a sentence disambiguation dataset to parasitic gap phrases, using BERT, Word2Vec, and FastText vectors and Relational tensors.
具有相关模态的Lambek微积分的范畴向量空间语义
我们开发了具有相关模态L*的Lambek微积分的范畴组合分布语义,该语义具有限定版的收缩和排列规则。语义的范畴部分是一个具有协代数模态的一元双闭范畴,与微分范畴的结构非常相似。我们通过“量化”函子实例化这一范畴到有限维向量空间和线性映射,并使用协代数模态的三种具体解释。我们应用该模型构建了L*的激励例子的分类和具体的语义解释:一个带有寄生间隙的短语的推导。具体解释的有效性通过消歧任务来评估,该任务使用BERT、Word2Vec和FastText向量和关系张量,将句子消歧数据集扩展到寄生间隙短语。
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CiteScore
2.10
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