Summary of the paper
| Title | Speech and Language Resources for LVCSR of Russian |
|---|---|
| Authors | Sergey Zablotskiy, Alexander Shvets, Maxim Sidorov, Eugene Semenkin and Wolfgang Minker |
| Abstract | A syllable-based language model reduces the lexicon size by hundreds of times. It is especially beneficial in case of highly inflective languages like Russian due to the abundance of word forms according to various grammatical categories. However, the main arising challenge is the concatenation of recognised syllables into the originally spoken sentence or phrase, particularly in the presence of syllable recognition mistakes. Natural fluent speech does not usually incorporate clear information about the outside borders of the spoken words. In this paper a method for the syllable concatenation and error correction is suggested and tested. It is based on the designed co-evolutionary asymptotic probabilistic genetic algorithm for the determination of the most likely sentence corresponding to the recognized chain of syllables within an acceptable time frame. The advantage of this genetic algorithm modification is the minimum number of settings to be manually adjusted comparing to the standard algorithm. Data used for acoustic and language modelling are also described here. A special issue is the preprocessing of the textual data, particularly, handling of abbreviations, Arabic and Roman numerals, since their inflection mostly depends on the context and grammar. |
| Topics | Language modelling, Corpus (creation, annotation, etc.), Speech Recognition/Understanding |
Full paper  |
Speech and Language Resources for LVCSR of Russian |
| Bibtex | @InProceedings{ZABLOTSKIY12.485, author = {Sergey Zablotskiy and Alexander Shvets and Maxim Sidorov and Eugene Semenkin and Wolfgang Minker}, title = {Speech and Language Resources for LVCSR of Russian}, booktitle = {Proceedings of the Eight International Conference on Language Resources and Evaluation (LREC'12)}, year = {2012}, month = {may}, date = {23-25}, address = {Istanbul, Turkey}, editor = {Nicoletta Calzolari (Conference Chair) and Khalid Choukri and Thierry Declerck and Mehmet Uğur Doğan and Bente Maegaard and Joseph Mariani and Asuncion Moreno and Jan Odijk and Stelios Piperidis}, publisher = {European Language Resources Association (ELRA)}, isbn = {978-2-9517408-7-7}, language = {english} } |