StructVAE: Tree-structured Latent Variable Models for Semi-supervised Semantic Parsing

meeting of the association for computational linguistics, Volume abs/1806.07832, 2018.

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Abstract:

Semantic parsing is the task of transducing natural language (NL) utterances into formal meaning representations (MRs), commonly represented as tree structures. Annotating NL utterances with their corresponding MRs is expensive and time-consuming, and thus the limited availability of labeled data often becomes the bottleneck of data-drive...More

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