Measuring tagging performance of a joint language model

Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH

Volumn , Issue , 2009, Pages 2667-2670

  Filimonov, Denis ^a   Harper, Mary ^a,b  

^a UNIVERSITY OF MARYLAND   (United States)

^b Johns Hopkins University   (United States)

Author keywords

Joint language model; Language modeling; Part of speech tagging

Indexed keywords

LANGUAGE MODEL; MAIN TASKS; N-GRAM MODELS; OTHER APPLICATIONS; PART OF SPEECH TAGGING; POS TAGGERS; POS TAGGING; SPOKEN LANGUAGE PROCESSING; SYNTACTIC INFORMATION; TRAINING DATA;

LAGRANGE MULTIPLIERS; NATURAL LANGUAGE PROCESSING SYSTEMS; SPEECH COMMUNICATION; SYNTACTICS;

COMPUTATIONAL LINGUISTICS;

EID: 70450188360     PISSN: None     EISSN: 19909772     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (18)

1. Kristina Toutanova, Dan Klein, Christopher D. Manning, and Yoram Singer. Feature-rich part-of-speech tagging with a cyclic dependency network. In Proceedings of HLT-NAACL, 2003.
2. Libin Shen, Giorgio Satta, and Aravind K. Joshi. Guided learning for bidirectional sequence classification. In Proceedings of the ACL, 2007.
3. Jun Suzuki and Hideki Isozaki. Semi-supervised sequential labeling and segmentation using giga-word scale unlabeled data. In Proceedings of the ACL-HLT, June 2008.
4. Drahomíra Spoustová, Jan Hajič, Jan Raab, and Miroslav Spousta. Semi-supervised training for the averaged perceptron POS tagger. In Proceedings of the EACL, March 2009.
5. P. Heeman. POS tagging versus classes in language modeling. Technical report, 1998.
6. Scott M. Thede and Mary P. Harper. A second-order hidden Markov model for part-of-speech tagging. In Proceedings of the ACL, 1999.
7. Aravind K. Joshi and B. Srinivas. Disambiguation of super parts of speech (or Supertags): Almost parsing. In Proceedings of the COLING, 1994.
8. Ciprian Chelba and Frederick Jelinek. Structured language modeling for speech recognition. CoRR, 2000.
9. WenWang, Mary P. Harper, and Andreas Stolcke. The robustness of an almost-parsing language model given errorful training data. In Proceedings of the IEEE ICASSP, 2003.
10. Eugene Charniak. Immediate-head parsing for language models. In Proceedings of the ACL, 2001.
11. L.R. Bahl, P.F. Brown, P.V. de Souza, and R.L. Mercer. A tree-based statistical language model for natural language speech recognition. IEEE Transactions on ASSP, 1989.
12. David M. Magerman. Natural language parsing as statistical pattern recognition. PhD thesis, Stanford, CA, USA, 1994.
13. Jeff Bilmes and Katrin Kirchhoff. Factored language models and generalized parallel backoff. In Proceedings of HLT/NACCL, 2003.
14. Imed Zitouni. Backoff hierarchical class n-gram language models: Effectiveness to model unseen events in speech recognition. Computer Speech & Language, 21(1):88-104, 2007.
15. Denis Filimonov and Mary Harper. A joint language model with fine-grain syntactic tags. In Proceedings of the EMNLP, 2009.
16. Sven Martin, Jorg Liermann, and Hermann Ney. Algorithms for bigram and trigram word clustering. In Speech Communication, pages 1253-1256, 1998.
17. Slav Petrov, Adam Pauls, and Dan Klein. Learning structured models for phone recognition. In Proceedings of the EMNLP-CoNLL, 2007.
18. Zhongqiang Huang and Mary Harper. Self-Training PCFG grammars with latent annotations across languages. In Proceedings of the EMNLP, 2009.