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Informatics Report Series
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| Title:Inducing History Representations for Broad Coverage Statistical Parsing |
| Authors:
James Henderson
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| Date: 2003 |
| Publication Title:Proceedings of the joint meeting of the North American Chapter of the Association for Computational Linguistics and the Human Language Technology Conference |
| Publisher:Association for Computational Linguistics |
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Publication Type:Conference Paper
Publication Status:Published
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Page Nos:103-110
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DOI:10.3115/1073445.1073459
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- Abstract:
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We present a neural network method for inducing representations of parse histories and using these history representations to estimate the probabilities needed by a statistical left-corner parser. The resulting statistical parser achieves performance (89.1% F-measure) on the Penn Treebank which is only 0.6% below the best current parser for this task, despite using a smaller vocabulary size and less prior linguistic knowledge. Crucial to this success is the use of structurally determined soft biases in inducing the representation of the parse history, and no use of hard independence assumptions.
- Links To Paper
- 1st Link
- 2nd Link
- Bibtex format
- @InProceedings{EDI-INF-RR-1017,
- author = {
James Henderson
},
- title = {Inducing History Representations for Broad Coverage Statistical Parsing},
- book title = {Proceedings of the joint meeting of the North American Chapter of the Association for Computational Linguistics and the Human Language Technology Conference},
- publisher = {Association for Computational Linguistics},
- year = 2003,
- pages = {103-110},
- doi = {10.3115/1073445.1073459},
- url = {http://acl.ldc.upenn.edu/N/N03/N03-1014.pdf},
- }
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