The Oxford Handbook of Computational Linguistics

By Geoffrey Sampson. Literary and Linguistic Computing, 2003

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Recurrent Convolutional Neural Networks for Discourse Compositionality (2013, background): “The meaning of discourse - and of words and utterances within it - is often a result of a rich ensemble of context, of speakers’ intentions and actions and of other relevant surrounding circumstances (Korta and Perry, 2012; Potts, 2011).”
A Survey and Classification of Controlled Natural Languages (2014, background): “…languages that naturally arise when “a community of speakers (i.e., ‘experts’) shares some specialized knowledge about a restricted semantic domain [and] the experts communicate about the restricted domain in a recurrent situation, or set of highly similar situations” (Kittredge 2003, page 432).”
Inducing Tree-Substitution Grammars (2010, methodology): “A PTSG is an extension to the PCFG in which nonterminals can rewrite as entire tree fragments (elementary trees), not just immediate children (Joshi, 2003; Bod et al., 2003).”
Survey of the State of the Art in Natural Language Generation: Core tasks, applications and evaluation (2017, background): “Bateman and Zock (2005) covers the cognitive, social and computational dimensions of nlg. McDonald (2010) offers a general characterization of nlg as ‘the process by which thought is rendered into language’ (p. 121).”