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FastKASSIM: A Fast Tree Kernel-Based Syntactic Similarity Metric. (arXiv:2203.08299v2 [cs.CL] UPDATED)
May 26, 2022, 1:12 a.m. | Maximillian Chen, Caitlyn Chen, Xiao Yu, Zhou Yu
cs.CL updates on arXiv.org arxiv.org
Syntax is a fundamental component of language, yet few metrics have been
employed to capture syntactic similarity or coherence at the utterance- and
document-level. The existing standard document-level syntactic similarity
metric is computationally expensive and performs inconsistently when faced with
syntactically dissimilar documents. To address these challenges, we present
FastKASSIM, a metric for utterance- and document-level syntactic similarity
which pairs and averages the most similar dependency parse trees between a pair
of documents based on tree kernels. FastKASSIM is more …
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