Unsupervised language model adaptation incorporating named entity information

ACL 2007 - Proceedings of the 45th Annual Meeting of the Association for Computational Linguistics

Volumn , Issue , 2007, Pages 672-679

  Liu, Feifan ^a   Liu, Yang ^a  

^a The University of Texas at Dallas   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ADAPTATION FRAMEWORK; LANGUAGE MODEL; LANGUAGE MODEL ADAPTATION; LANGUAGE PROCESSING; LATENT DIRICHLET ALLOCATIONS; MIXTURE MODEL; NAMED ENTITIES; TOPIC ANALYSIS; WEIGHTING SCHEME;

NATURAL LANGUAGE PROCESSING SYSTEMS; STATISTICS;

COMPUTATIONAL LINGUISTICS;

EID: 84860506258     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (15)

1. J. Bellegarda. 2000. Exploiting Latent Semantic Information in Statistical Language Modeling. In IEEE Transactions on Speech and Audio Processing. 88(80):1279-1296.
2. D. Blei, A. Ng, and M. Jordan. 2003. Latent Dirichlet Allocation. Journal of Machine Learning Research. 3:993-1022.
3. D. Gildea and T. Hofmann. 1999. Topic-Based Language Models using EM. In Proc. of Eurospeech.
4. T. Griffiths, M. Steyvers, D. Blei, and J. Tenenbaum. 2004. Integrating Topics and Syntax. Adv. in Neural Information Processing Systems. 17:537-544.
5. D. Hillard, Z. Huang, H. Ji, R. Grishman, D. Hakkani-Tur, M. Harper, M. Ostendorf, and W. Wang. 2006. Impact of Automatic Comma Prediction on POS/Name Tagging of Speech. In Proc. of the First Workshop on Spoken Language Technology (SLT).
6. P. Hsu and J. Glass. 2006. Style & Topic Language Model Adaptation using HMM-LDA. In Proc. of EMNLP, pp:373-381.
7. R. Iyer and M. Ostendorf. 1996. Modeling Long Distance Dependence in Language: Topic Mixtures vs. Dynamic Cache Models. In Proc. of ICSLP.
8. H. Ji and R. Grishman. 2005. Improving NameTagging by Reference Resolution and Relation Detection. In Proc. of ACL. pp: 411-418.
9. R. Kneser and V. Steinbiss. 1993. On the Dynamic Adaptation of Stochastic language models. In Proc. of ICASSP, Vol 2, pp: 586-589.
10. R. Kuhn and R.D. Mori. 1990. A Cache-Based Natural Language Model for Speech Recognition. In IEEE Transactions on Pattern Analysis and Machine Intelligence, 12: 570-583.
11. D. Mrva and P.C. Woodland. 2006. Unsupervised Language Model Adaptation for Mandarin Broadcast Conversation Transcription. In Proc. of INTERSPEECH, pp:2206-2209.
12. R. Rosenfeld. 1996. A Maximum Entropy Approach to Adaptive Statistical Language Modeling. Computer, Speech and Language, 10:187-228.
13. A. Stolcke. 2002. SRILM - An Extensible Language Modeling Toolkit. In Proc. of ICSLP.
14. H. Suzuki and J. Gao. 2005. A Comparative Study on Language Model Adaptation Techniques Using New Evaluation Metrics, In Proc. of HLT/EMNLP.
15. Y.C. Tam and T. Schultz. 2005. Dynamic Language Model Adaptation Using Variational Bayes Inference. In Proc. of INTERSPEECH, pp:5-8.