{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,15]],"date-time":"2026-03-15T23:19:33Z","timestamp":1773616773468,"version":"3.50.1"},"reference-count":30,"publisher":"Pleiades Publishing Ltd","issue":"5","license":[{"start":{"date-parts":[[2017,5,1]],"date-time":"2017-05-01T00:00:00Z","timestamp":1493596800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2017,5,1]],"date-time":"2017-05-01T00:00:00Z","timestamp":1493596800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Autom Remote Control"],"published-print":{"date-parts":[[2017,5]]},"DOI":"10.1134\/s0005117917050083","type":"journal-article","created":{"date-parts":[[2017,5,23]],"date-time":"2017-05-23T00:36:50Z","timestamp":1495499810000},"page":"858-867","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":11,"title":["A study of neural network Russian language models for automatic continuous speech recognition systems"],"prefix":"10.1134","volume":"78","author":[{"given":"I. S.","family":"Kipyatkova","sequence":"first","affiliation":[]},{"given":"A. A.","family":"Karpov","sequence":"additional","affiliation":[]}],"member":"137","published-online":{"date-parts":[[2017,5,24]]},"reference":[{"issue":"1\u20134","key":"626_CR1","first-page":"381","volume":"6","author":"A.B. Kholodenko","year":"2001","unstructured":"Kholodenko, A.B., On the Construction of Statistical Language Models for Russian Speech Recognition Systems, Intellektual\u2019nye Sist., 2001, vol. 6, nos. 1\u20134, pp. 381\u2013394.","journal-title":"Intellektual\u2019nye Sist."},{"issue":"47","key":"626_CR2","first-page":"2","volume":"4","author":"I.S. Kipyatkova","year":"2010","unstructured":"Kipyatkova, I.S. and Karpov, A.A., Automatic Processing and Statistic Analysis of a News Text Corpus for a Language Model of a Russian Language Speech Recognition System, Inf.-Upravl. Sist., 2010, no. 4(47), pp. 2\u20138.","journal-title":"Inf.-Upravl. Sist."},{"issue":"11","key":"626_CR3","first-page":"79","volume":"1","author":"N.V. Kozlova","year":"2013","unstructured":"Kozlova, N.V., Lingustic Corpora: Typology and Terms, Vestn. NGU, Ser.: Lingvist. Mezhkul\u2019t. Kommunikatsiya, 2013, no. 1(11), pp. 79\u201388.","journal-title":"Vestn. NGU, Ser.: Lingvist. Mezhkul\u2019t. Kommunikatsiya"},{"key":"626_CR4","first-page":"13","volume":"2","author":"O.F. Krivnova","year":"2008","unstructured":"Krivnova, O.F., Speech Corpora on a New Technological Cycle, Rechevye Tekhnol., 2008, no. 2, pp. 13\u201323.","journal-title":"Rechevye Tekhnol."},{"key":"626_CR5","first-page":"201","volume-title":"Proc. Conf. on Empirical Methods in Natural Language Processing","author":"H. Schwenk","year":"2005","unstructured":"Schwenk, H. and Gauvain, J.-L., Training Neural Network Language Models on Very Large Corporation, Proc. Conf. on Empirical Methods in Natural Language Processing, 2005, pp. 201\u2013208."},{"key":"626_CR6","doi-asserted-by":"crossref","first-page":"1045","DOI":"10.21437\/Interspeech.2010-343","volume-title":"Proc. INTERSPEECH\u20192010","author":"T. Mikolov","year":"2010","unstructured":"Mikolov, T., Karafi\u00e1t, M., Burget, L., \u010cernock\u00fd, J., and Khudanpur, S., Recurrent Neural Network Based Language Model, Proc. INTERSPEECH\u20192010, 2010, pp. 1045\u20131048."},{"key":"626_CR7","first-page":"8430","volume-title":"Proc. ICASSP\u20192013","author":"M. Sundermeyer","year":"2013","unstructured":"Sundermeyer, M., Oparin, I., Gauvain, J.-L., Freiberg, B., Schluter, R., and Ney, H., Comparison of Feedforward and Recurrent Neural Network LanguageModels, Proc. ICASSP\u20192013, 2013, pp. 8430\u20138434."},{"key":"626_CR8","doi-asserted-by":"crossref","first-page":"632","DOI":"10.21437\/Interspeech.2013-183","volume-title":"Proc. INTERSPEECH\u20192013","author":"Y. Shi","year":"2013","unstructured":"Shi, Y., Larson, M., Wiggers, P., and Jonker, C.M., Exploiting the Succeeding Words in Recurrent Neural Network, Proc. INTERSPEECH\u20192013, 2013, pp. 632\u2013636."},{"key":"626_CR9","first-page":"196","volume-title":"Proc. ASRU\u20192011","author":"T. Mikolov","year":"2011","unstructured":"Mikolov, T., Deoras, A., Povey, D., Burget, L., and \u010cernock\u00fd, J., Strategies for Training Large Scale Neural Network Language Models, Proc. ASRU\u20192011, 2011, pp. 196\u2013201."},{"key":"626_CR10","first-page":"6404","volume-title":"Proc. IEEE Int. Conf. on Acoustics, Speech and Signal Processing (ICASSP)","author":"Z. Huang","year":"2014","unstructured":"Huang, Z., Zweig, G., and Dumoulin, B., Cache Based Recurrent Neural Network Language Model Inference for First Pass Speech Recognition, in Proc. IEEE Int. Conf. on Acoustics, Speech and Signal Processing (ICASSP), 2014, pp. 6404\u20136408."},{"key":"626_CR11","doi-asserted-by":"crossref","first-page":"2366","DOI":"10.21437\/Interspeech.2015-512","volume-title":"Proc. INTERSPEECH-2015","author":"T. Morioka","year":"2015","unstructured":"Morioka, T., Iwata, T., Hori, T., and Kobayashi, T., Multiscale Recurrent Neural Network Based Language Model, Proc. INTERSPEECH-2015, 2015, pp. 2366\u20132370."},{"key":"626_CR12","first-page":"136","volume-title":"Proc. 14 Int. Conf. \u201cSpeech and Computer\u201d (SPECOM\u20192011)","author":"Y. Titov","year":"2011","unstructured":"Titov, Y., Kilgour, K., St\u00fcker, S., and Waibel, A., The 2011 Kit Quaero Speech-to-Text System for the Russian Language, Proc. 14 Int. Conf. \u201cSpeech and Computer\u201d (SPECOM\u20192011), 2011, pp. 136\u2013143."},{"issue":"12","key":"626_CR13","doi-asserted-by":"publisher","first-page":"2190","DOI":"10.1134\/S000511791412008X","volume":"75","author":"A.A. Karpov","year":"2014","unstructured":"Karpov, A.A., An Automatic Multimodal Speech Recognition System with Audio and Video Information, Autom. Remote Control, 2014, vol. 75, no. 12, pp. 2190\u20132200.","journal-title":"Autom. Remote Control"},{"key":"626_CR14","first-page":"124","volume-title":"Proc. SPECOM 2013","author":"D. Vazhenina","year":"2013","unstructured":"Vazhenina, D. and Markov, K., Evaluation of Advanced Language Modelling Techniques for Russian LVCSR, Proc. SPECOM 2013, 2013, pp. 124\u2013131."},{"key":"626_CR15","doi-asserted-by":"crossref","first-page":"2615","DOI":"10.21437\/Interspeech.2014-560","volume-title":"Proc. INTERSPEECH-2014","author":"A. Gandhe","year":"2014","unstructured":"Gandhe, A., Metze, F., and Lane, I., Neural Network Language Models for Low Resource Languages, Proc. INTERSPEECH-2014, 2014, pp. 2615\u20132619."},{"key":"626_CR16","doi-asserted-by":"publisher","first-page":"179","DOI":"10.1207\/s15516709cog1402_1","volume":"14","author":"J.L. Elman","year":"1990","unstructured":"Elman, J.L., Finding Structure in Time, Cognit. Sci., 1990, vol. 14, pp. 179\u2013211.","journal-title":"Cognit. Sci."},{"key":"626_CR17","doi-asserted-by":"publisher","first-page":"85","DOI":"10.1016\/j.neunet.2014.09.003","volume":"61","author":"J. Schmidhuber","year":"2015","unstructured":"Schmidhuber, J., Deep Learning in Neural Networks: An Overview, Neural Networks, 2015, vol. 61, pp. 85\u2013117.","journal-title":"Neural Networks"},{"key":"626_CR18","first-page":"62","volume":"3","author":"I.S. Kipyatkova","year":"2015","unstructured":"Kipyatkova, I.S. and Karpov, A.A., Automatic Russian Speech Recognition Using Factored Language Models, Iskusstv. Intellekt Prinyatie Reshenii, 2015, no. 3, pp. 62\u201369.","journal-title":"Iskusstv. Intellekt Prinyatie Reshenii"},{"key":"626_CR19","volume-title":"Proc. IEEE Workshop on Automatic Speech Recognition and Understanding (ASRU\u20192011)","author":"A. Stolcke","year":"2011","unstructured":"Stolcke, A., Zheng, J., Wang, W., and Abrash, V., SRILM at Sixteen: Update and Outlook, Proc. IEEE Workshop on Automatic Speech Recognition and Understanding (ASRU\u20192011), 2011."},{"key":"626_CR20","first-page":"219","volume-title":"Proc. SPECOM-2013","author":"I. Kipyatkova","year":"2013","unstructured":"Kipyatkova, I. and Karpov, A., Lexicon Size and Language Model Order Optimization for Russian LVCSR, Proc. SPECOM-2013, 2013, pp. 219\u2013226."},{"key":"626_CR21","first-page":"196","volume-title":"Proc. 2011 ASRU Workshop","author":"T. Mikolov","year":"2011","unstructured":"Mikolov, T., Kombrink, S., Deoras, A., Burget, L., and \u010cernock\u00fd, J., RNNLM\u2014Recurrent Neural Network Language Modeling Toolkit, Proc. 2011 ASRU Workshop, 2011, pp. 196\u2013201."},{"key":"626_CR22","first-page":"5528","volume-title":"Proc. Int. Conf. Acoustics, Speech and Signal Processing (ICASSP)","author":"T. Mikolov","year":"2011","unstructured":"Mikolov, T., Kombrink, S., Burget, L., \u010cernock\u00fd, J.H., and Khudanpur, S., Extensions of Recurrent Neural Network Language Model, Proc. Int. Conf. Acoustics, Speech and Signal Processing (ICASSP), 2011, pp. 5528\u20135531."},{"key":"626_CR23","first-page":"42","volume-title":"Proc. SPECOM-2015","author":"I. Kipyatkova","year":"2015","unstructured":"Kipyatkova, I. and Karpov, A., A Comparison of RNNLM and FLM for Russian Speech Recognition, Proc. SPECOM-2015, 2015, pp. 42\u201350."},{"key":"626_CR24","first-page":"33","volume-title":"Proc. Int. Conf. AINL-ISMW FRUCT","author":"I. Kipyatkova","year":"2015","unstructured":"Kipyatkova, I. and Karpov, A., Recurrent Neural Network-based Language Modeling for an Automatic Russian Speech Recognition System, Proc. Int. Conf. AINL-ISMW FRUCT, 2015, pp. 33\u201338."},{"key":"626_CR25","volume-title":"Adaptive Statistical Class-based Language Modelling","author":"G.L. Moore","year":"2001","unstructured":"Moore, G.L., Adaptive Statistical Class-based Language Modelling, PhD Dissertation, Cambridge: Cambridge Univ., 2001."},{"key":"626_CR26","first-page":"92","volume":"36","author":"D.A. Vazhenina","year":"2014","unstructured":"Vazhenina, D.A., Kipyatkova, I.C., Markov, K.P., and Karpov, A.A., Technique for Phoneme Set Selection for Automatic Russian Speech Recognition, Tr. SPIIRAN, 2014, vol. 36, pp. 92\u2013113.","journal-title":"Tr. SPIIRAN"},{"key":"626_CR27","volume-title":"The HTK Book","author":"S. Young","year":"2009","unstructured":"Young, S. et al., The HTK Book (for HTK Version 3.4), Cambridge, UK, 2009."},{"key":"626_CR28","first-page":"131","volume-title":"Proc. Asia-Pacific Signal and Information Processing Association, Annual Summit and Conference (APSIPA ASC 2009)","author":"A. Lee","year":"2009","unstructured":"Lee, A. and Kawahara, T., Recent Development of Open-Source Speech Recognition Engine Julius, Proc. Asia-Pacific Signal and Information Processing Association, Annual Summit and Conference (APSIPA ASC 2009), 2009, pp. 131\u2013137."},{"issue":"7","key":"626_CR29","doi-asserted-by":"publisher","first-page":"1389","DOI":"10.1134\/S000511791107006X","volume":"72","author":"R.M. Yusupov","year":"2011","unstructured":"Yusupov, R.M., Ronzhin, A.L., Prishchepa, M.V., and Ronzhin, Al.L., Models and Hardware-Software Solutions for Automatic Control of Intelligent Hall, Autom. Remote Control, 2011, vol. 72, no. 7, pp. 1389\u20131397.","journal-title":"Autom. Remote Control"},{"issue":"2","key":"626_CR30","doi-asserted-by":"publisher","first-page":"244","DOI":"10.1134\/S0005117909020064","volume":"70","author":"R.V. Bilik","year":"2009","unstructured":"Bilik, R.V., Zhozhikashvili, V.A., Petukhova, N.V., and Farkhadov, M.P., Analysis of the Oral Interface in the Interactive Servicing Systems. I, Autom. Remote Control, 2009, vol. 70, no. 2, pp. 244\u2013252.","journal-title":"Autom. Remote Control"}],"container-title":["Automation and Remote Control"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1134\/S0005117917050083.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1134\/S0005117917050083","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1134\/S0005117917050083.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,3,15]],"date-time":"2026-03-15T22:25:23Z","timestamp":1773613523000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1134\/S0005117917050083"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017,5]]},"references-count":30,"journal-issue":{"issue":"5","published-print":{"date-parts":[[2017,5]]}},"alternative-id":["626"],"URL":"https:\/\/doi.org\/10.1134\/s0005117917050083","relation":{},"ISSN":["0005-1179","1608-3032"],"issn-type":[{"value":"0005-1179","type":"print"},{"value":"1608-3032","type":"electronic"}],"subject":[],"published":{"date-parts":[[2017,5]]},"assertion":[{"value":"28 April 2016","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"24 May 2017","order":2,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}