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Hits 1 – 12 of 12
1
Multilingual Part-of-Speech Tagging: Two Unsupervised Approaches
Citable Link
;
Tahira Naseem
;
Benjamin Snyder
...
In: http://dspace.mit.edu/openaccess-disseminate/1721.1/62804/ (2014)
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2
Adding more languages improves unsupervised multilingual tagging
Benjamin Snyder
;
Tahira Naseem
;
Jacob Eisenstein
...
In: http://newdesign.aclweb.org/anthology-new/N/N09/N09-1010.pdf (2009)
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3
Adding more languages improves unsupervised multilingual tagging
Benjamin Snyder
;
Tahira Naseem
;
Jacob Eisenstein
...
In: http://www.mt-archive.info/NAACL-HLT-2009-Snyder.pdf (2009)
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4
Multilingual part-of-speech tagging: Two unsupervised approaches
Tahira Naseem
;
Benjamin Snyder
;
Jacob Eisenstein
;
Regina Barzilay
In: http://www.jair.org/media/2843/live-2843-4725-jair.pdf (2009)
Abstract:
We demonstrate the effectiveness of multilingual learning for unsupervised part-of-speech tagging. The central assumption of our work is that by combining cues from multiple languages, the structure of each becomes more apparent. We consider two ways of applying this intuition to the problem of unsupervised part-of-speech tagging: a model that directly merges tag structures for a pair of languages into a single sequence and a second model which instead incorporates multilingual context using latent variables. Both approaches are formulated as hierarchical Bayesian models, using Markov Chain Monte Carlo sampling techniques for inference. Our results demonstrate that by incorporating multilingual evidence we can achieve impressive performance gains across a range of scenarios. We also found that performance improves steadily as the number of available languages increases. 1.
URL:
http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.212.2755
http://www.jair.org/media/2843/live-2843-4725-jair.pdf
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5
Adding more languages improves unsupervised multilingual part-of-speech tagging: A bayesian non-parametric approach
Benjamin Snyder
;
Tahira Naseem
;
Jacob Eisenstein
...
In: http://people.csail.mit.edu/regina/my_papers/pos.pdf (2009)
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6
Unsupervised multilingual learning for pos tagging
Benjamin Snyder
;
Tahira Naseem
;
Jacob Eisenstein
...
In: http://www.aclweb.org/anthology-new/D/D08/D08-1109.pdf (2008)
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7
Unsupervised Multilingual Learning for POS Tagging
Benjamin Snyder
;
Tahira Naseem
;
Jacob Eisenstein
...
In: http://people.csail.mit.edu/jacobe/papers/EMNLP_POS.pdf
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8
2009b. Adding more languages improves unsupervised multilingual part-of-speech tagging: a Bayesian non-parametric approach
Benjamin Snyder
;
Tahira Naseem
;
Jacob Eisenstein
...
In: http://pages.cs.wisc.edu/~bsnyder/papers/bsnyder-naacl09.pdf
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9
2009b. Adding more languages improves unsupervised multilingual part-of-speech tagging: A Bayesian non-parametric approach
Benjamin Snyder
;
Tahira Naseem
;
Jacob Eisenstein
...
In: http://people.csail.mit.edu/tahira/naacl09.pdf
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10
Multilingual part-ofspeech tagging: two unsupervised approaches
Tahira Naseem
;
Benjamin Snyder
;
Jacob Eisenstein
...
In: http://people.csail.mit.edu/tahira/jair09.pdf
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11
Multilingual Part-of-Speech Tagging: Two Unsupervised Approaches
Tahira Naseem
;
Benjamin Snyder
;
Jacob Eisenstein
...
In: http://www.sls.csail.mit.edu/~regina/my_papers/jair-pos.pdf
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12
Multilingual Part-of-Speech Tagging: Two Unsupervised Approaches
Tahira Naseem
;
Benjamin Snyder
;
Jacob Eisenstein
...
In: http://people.csail.mit.edu/bsnyder/papers/bsnyder_jair09.pdf
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