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Scaling Semantic Parsers with On the Fly Ontology Matching

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Figure 1: Examples of sentences x , domain-independent underspecified logical forms l 0 , fully specifiedlogical forms y , and answers a drawn from the Freebase domain.
Figure 2: A sample CCG parse.
Figure 3: Example derivation for the query ‘how many people visit the public library of new york annu-ally.’ Underspecified constants are labelled with the words from the query that they are associated with forreadability
Figure 8: GeoQuery Results
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