Another Word For It Patrick Durusau on Topic Maps and Semantic Diversity

August 5, 2013

Semantic Parsing with Combinatory Categorial Grammars

Filed under: Parsing,Semantics — Patrick Durusau @ 10:19 am

Semantic Parsing with Combinatory Categorial Grammars by Yoav Artzi, Nicholas FitzGerald and Luke Zettlemoyer.

Slides from an ACL tutorial, 2013. Three hundred and fifty-one (351) slides.

You may want to also visit: The University of Washington Semantic Parsing Framework v1.3 site where you can download source or binary files.

The ACL wiki introduces combinatory categorical grammars with:

Combinatory Categorial Grammar (CCG) is an efficiently parseable, yet linguistically expressive grammar formalism. It has a completely transparent interface between surface syntax and underlying semantic representation, including predicate-argument structure, quantification and information structure. CCG relies on combinatory logic, which has the same expressive power as the lambda calculus, but builds its expressions differently.

The first linguistic and psycholinguistic arguments for basing the grammar on combinators were put forth by Mark Steedman and Anna Szabolcsi. More recent proponents of the approach are Jacobson and Baldridge. For example, the combinator B (the compositor) is useful in creating long-distance dependencies, as in “Who do you think Mary is talking about?” and the combinator W (the duplicator) is useful as the lexical interpretation of reflexive pronouns, as in “Mary talks about herself”. Together with I (the identity mapping) and C (the permutator) these form a set of primitive, non-interdefinable combinators. Jacobson interprets personal pronouns as the combinator I, and their binding is aided by a complex combinator Z, as in “Mary lost her way”. Z is definable using W and B.

CCG is known to define the same language class as tree-adjoining grammar, linear indexed grammar, and head grammar, and is said to be mildly context-sensitive.

One of the key publications of CCG is The Syntactic Process by Mark Steedman. There are various efficient parsers available for CCG.

The ACL wiki page also lists other software packages and references.

Machine parsing/searching are absolute necessities if you want to create topic maps on a human scale. (Web Scale? Or do you want to try for human scale?)

To surpass current search results, build correction/interaction with users directly into your interface. So that search results “get smarter” the more your interface is used.

In contrast to the pagerank/lemming approach to document searching.

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