A framework for traversing dense annotation lattices
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Pattern matching, or querying, over annotations is a general purpose paradigm for inspecting, navigating, mining, and transforming annotation repositories—the common representation basis for modern pipelined text processing architectures. The open-ended nature of these architectures and expressiveness of feature structure-based annotation schemes account for the natural tendency of such annotation repositories to become very dense, as multiple levels of analysis get encoded as layered annotations. This particular characteristic presents challenges for the design of a pattern matching framework capable of interpreting ‘flat’ patterns over arbitrarily dense annotation lattices. We present an approach where a finite state device applies (compiled) pattern grammars over what is, in effect, a linearized ‘projection’ of a particular route through the lattice. The route is derived by a mix of static grammar analysis and runtime interpretation of navigational directives within an extended grammar formalism; it selects just the annotations sequence appropriate for the patterns at hand. For expressive and efficient pattern matching in dense annotations stores, our implemented approach achieves a mix of lattice traversal and finite state scanning by exposing a language which, to its user, provides constructs for specifying sequential, structural, and configurational constraints among annotations.
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- A framework for traversing dense annotation lattices
Language Resources and Evaluation
Volume 44, Issue 3 , pp 183-203
- Cover Date
- Print ISSN
- Online ISSN
- Springer Netherlands
- Additional Links
- Annotation-based analytics development
- Pattern matching over annotations
- Annotation lattices
- High density annotation repositories
- Finite-state transduction
- Corpus analysis
- Industry Sectors