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Abstract: We present a new formalism, probabilistic feature grammar (PFG). PFGs combine most of the best properties of several other formalisms, including those of Collins, Magerman, and Charniak, and in experiments have comparable or better performance. PFGs generate features one at a time, probabilistically, conditioning the probabilities of each feature on other features in a local context. Because the conditioning is local, efficient polynomial time parsing algorithms exist for computing inside,... (Update)
Context of citations to this paper: More
...as the basis of the language model. We are considering either Abney s random elds [1] or Goodman s Probabilistic Feature Grammmars [14] as a replacement. Apart from performance improvements, altering the model class should allow empirical investigation of the MDL claim that...
.... lexicalized grammars have also been exploited in state of the art, real world parsers, as reported in [12] 1] 7] 3] 5] and [10]. Other parsers or language models for speech recognition that do not directly exploit a generative grammar, still are heavily based on...
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BibTeX entry: (Update)
Goodman, J. (1997) `Probabilistic feature grammars', Proceedings of the 5th Int. http://citeseer.ist.psu.edu/goodman97probabilistic.html More
@misc{ goodman97probabilistic,
author = "J. Goodman",
title = "Probabilistic feature grammars",
text = "Goodman, J. (1997) `Probabilistic feature grammars', Proceedings of the
5th Int.",
year = "1997",
url = "citeseer.ist.psu.edu/goodman97probabilistic.html" }
Citations (may not include all citations):131 The estimation of stochastic context-free grammars using the.. (context) - Lari, Young - 1990
110 Trainable grammars for speech recognition (context) - Baker - 1979
107 A new statistical parser based on bigram lexical dependencie.. - Michael - 1996
82 Generalized probabilistic LR parsing of natural language (context) - Ted, Carroll - 1993
73 Natural Language Parsing as Statistical Pattern Recognition (context) - David - 1994
70 Tree--bank grammars - Eugene - 1996
60 Three generative (context) - Michael - 1997
45 Statistically-Driven Computer Grammars of English: the IBM/L.. (context) - Ezra, Garside et al. - 1993
43 An efficient probabilistic context-free parsing algorithm th.. - Andreas - 1993
41 Stochastic attribute-value grammars - Steve - 1996
22 Parsing algorithms and metrics - Joshua - 1996
19 Development and evaluation of a broad-coverage probabilistic.. - Ezra, Lafferty et al. - 1992
18 Stochastic HPSG - Chris - 1995
18 A fully statistical approach to natural language interfaces - Scott, Stallard et al. - 1996
12 Towards probabilistic extensions of constraint-based grammar.. (context) - Andreas - 1994
12 Probabilistic normalisation and unpacking of packed parse fo.. - John, Briscoe - 1992
11 Global thresholding and multiple-pass parsing - Joshua - 1997
2 Statistical decision--models for parsing (context) - David - 1995
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The graph only includes citing articles where the year of publication is known.
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