Type

Journal Article

Authors

Andy Way
Josef van Genabith
Aoife Cahill
Michael Burke
Ruth O’Donovan

Subjects

Linguistics

Topics
lexical functional grammar penn ii large scale penn iii automatic annotation machine translating data structures treebanks

Large-scale induction and evaluation of lexical resources from the Penn-II and Penn-III treebanks (2005)

Abstract We present a methodology for extracting subcategorization frames based on an automatic lexical-functional grammar (LFG) f-structure annotation algorithm for the Penn-II and Penn-III Treebanks. We extract syntactic-function-based subcategorization frames (LFG semantic forms) and traditional CFG category-based subcategorization frames as well as mixed function/category-based frames, with or without preposition information for obliques and particle information for particle verbs. Our approach associates probabilities with frames conditional on the lemma, distinguishes between active and passive frames, and fully reflects the effects of long-distance dependencies in the source data structures. In contrast to many other approaches, ours does not predefine the subcategorization frame types extracted, learning them instead from the source data. Including particles and prepositions, we extract 21,005 lemma frame types for 4,362 verb lemmas, with a total of 577 frame types and an average of 4.8 frame types per verb. We present a large-scale evaluation of the complete set of forms extracted against the full COMLEX resource. To our knowledge, this is the largest and most complete evaluation of subcategorization frames acquired automatically for English.
Collections Ireland -> Dublin City University -> Publication Type = Article
Ireland -> Dublin City University -> Subject = Computer Science
Ireland -> Dublin City University -> Status = Published
Ireland -> Dublin City University -> Subject = Computer Science: Machine translating

Full list of authors on original publication

Andy Way, Josef van Genabith, Aoife Cahill, Michael Burke, Ruth O’Donovan

Experts in our system

1
Andy Way
Dublin City University
Total Publications: 229
 
2
Josef van Genabith
Dublin City University
Total Publications: 115