Semi-automatic grammar recovery

Semi-automatic Grammar Recovery

The Amsterdam Toolkit for Language Archaeology

GRK — the Grammar Recovery Kit — illustrates options for automation and corresponding tool support in the context of developing quality language references that readily cater for the derivation of parsers. GRK provides the proof-of-concept for two notions: (i) semi-automatic grammar recovery; (ii) language-reference re-engineering. GRK’s support for semi-automatic grammar recovery means that GR...

Title : MARS : A Metamodel Recovery System Using Grammar Inference

100 words): Domain-specific modeling (DSM) assists subject matter experts in describing the essential characteristics of a problem in their domain. When a metamodel is lost, repositories of domain models can become orphaned from their defining metamodel. Within the purview of model-driven engineering, the ability to recover the design knowledge in a repository of legacy models is needed. In thi...

Semi-automatic acquisition of domain-specific semantic structures

This paper describes a methodology for semi-automatic grammar induction from unannotated corpora belonging to a restricted domain. The grammar contains both semantic and syntactic structures, which are conducive towards language understanding. Our work aims to ameliorate the reliance of grammar development on expert handcrafting or the availability of annotated corpora. To strive for a reasonab...

Learning Strategies In A Grammar Induction Framework

This work extends a semi-automatic grammar induction approach previously proposed in [1]. We investigate the use of Information Gain (IG) in place of Mutual Information (MI) for grammar induction based on an unannotated training corpus. Experiments using the ATIS-3 training corpus indicate that the use of IG led to better precision and recall of desired semantic categories and at earlier stages...

MARS: A metamodel recovery system using grammar inference

Domain-specific modeling (DSM) assists subject matter experts in describing the essential characteristics of a problem in their domain. Various software artifacts can be generated from the defined models, including source code, design documentation, and simulation scripts. The typical approach to DSM involves the construction of a metamodel, from which instances are defined that represent speci...