A Deep Semantic Parsing Task is a semantic parsing/ semantic parsing from text task that is a deep parsing task (that requires a deep meaning representation).
- (Berant et al., 2013) ⇒ Jonathan Berant, Andrew Chou, Roy Frostig, and Percy Liang. (2013). “Semantic Parsing on Freebase from Question-Answer Pairs.” In: Proceedings of EMNLP (EMNLP-2013).
- QUOTE: We focus on the problem of semantic parsing natural language utterances into logical forms that can be executed to produce denotations. Traditional semantic parsers (Zelle and Mooney, 1996; Zettlemoyer and Collins, 2005; Wong and Mooney, 2007; Kwiatkowski et al., 2010) have two limitations: (i) they require annotated logical forms as supervision, and (ii) they operate in limited domains with a small number of logical predicates. Recent developments aim to lift these limitations, either by reducing the amount of supervision (Clarke et al., 2010; Liang et al., 2011; Goldwasser et al., 2011; Artzi and Zettlemoyer, 2011) or by increasing the number of logical predicates (Cai and Yates, 2013). The goal of this paper is to do both: learn a semantic parser without annotated logical forms that scales to the large number of predicates on Freebase.