TY - CHAP U1 - Buchbeitrag A1 - Batinić, Dolores A1 - Birzer, Sandra A1 - Zinsmeister, Heike ED - Dipper, Stefanie ED - Neubarth, Friedrich ED - Zinsmeister, Heike T1 - Creating an extensible, levelled study corpus of Russian T2 - Proceedings of the 13th Conference on Natural Language Processing (KONVENS) Bochum, Germany September 19–21, 2016 N2 - In this paper, we present first results of training a classifier for discriminating Russian texts into different levels of difficulty. For the classification we considered both surface-oriented features adopted from readability assessments and more linguistically informed, positional features to classify texts into two levels of difficulty. This text classification is the main focus of our Levelled Study Corpus of Russian (LeStCoR), in which we aim to build a corpus adapted for language learning purposes – selecting simpler texts for beginner second language learners and more complex texts for advanced learners. The most discriminative feature in our pilot study was a lexical feature that approximates accessibility of the vocabulary by the second language learner in terms of the proportion of familiar words in the texts. The best feature setting achieved an accuracy of 0.91 on a pilot corpus of 209 texts. T3 - Bochumer Linguistische Arbeitsberichte - 16 KW - Russisch KW - Korpus KW - Levelled Study Corpus of Russian (LeStCoR) Y1 - 2016 U6 - https://nbn-resolving.org/urn:nbn:de:bsz:mh39-59235 UN - https://nbn-resolving.org/urn:nbn:de:bsz:mh39-59235 UR - https://www.linguistics.rub.de/bla/ SN - 2190-0949 SS - 2190-0949 SP - 38 EP - 43 PB - Ruhr-Universität Bochum CY - Bochum ER -