Developing a hybrid NP parser

We describe the use of energy function optimisation in very shallow syntactic parsing. The approach can use linguistic rules and corpus-based statistics, so the strengths of both linguistic and statistical approaches to NLP can be combined in a single framework. The rules are contextual constraints for resolving syntactic ambiguities expressed as alternative tags, and the statistical language model consists of corpus-based n-grams of syntactic tags. The success of the hybrid syntactic disambiguator is evaluated against a held-out benchmark corpus. Also the contributions of the linguistic and statistical language models to the hybrid model are estimated.

• Type: Conference
• Year: 1997
• Where: ANLP
• Authors: Atro Voutilainen, Lluís Padró
• Keywords: ANLP 1997, Hybrid Syntactic Disambiguator, Shallow Syntactic Parsing, Statistical Language Models