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Mehmet Ali Yatbaz, Volkan Cirik, Aylin Küntay and Deniz Yuret. 2016. Learning grammatical categories using paradigmatic representation: Substitute words for language acquisition. In COLING, December. [ai.ku, scode] pdf pdf pdf annote google scholar
Osman Başkaya. 2015. Analysis of Context Embeddings in Word Sense Induction, November. Koç University. [ai.ku, scode] url google scholar
Mehmet Ali Yatbaz, Volkan Cirik, Aylin Küntay and Deniz Yuret. 2014. Paradigmatic representations outperform syntagmatic representations in distributional learning of grammatical categories. In BUCLD, November. [ai.ku, scode] google scholar
Volkan Cirik, Husnu Sensoy and Deniz Yuret. 2014. Parsing Without Words or POS Tags: Dense Word Vectors Capture Sufficient Syntactic Information. In The LTI Student Research Symposium), August. [ai.ku, scode] url url google scholar
Volkan Cirik and Deniz Yuret. 2014. Context-Aware Word Vectors using Substitute Word Distributions. In The LTI Student Research Symposium), August. [ai.ku, scode] url url google scholar
Volkan Cirik. 2014. Analysis of SCODE Word Embeddings based on Substitute Distributions in Supervised Tasks. MS Thesis, August. Koç University. [ai.ku, scode] url google scholar
Deniz Yuret, Mehmet Ali Yatbaz and Enis Sert. 2014. Unsupervised Instance-Based Part of Speech Induction Using Probable Substitutes. In Proceedings of COLING 2014, the 25th International Conference on Computational Linguistics: Technical Papers, pp 2303--2313, Dublin, Ireland, August. Dublin City University and Association for Computational Linguistics. [ai.ku, scode] url google scholar
Volkan Cirik and Deniz Yuret. 2014. Substitute Based SCODE Word Embeddings in Supervised NLP Tasks, Jul. ArXiv e-prints. [ai.ku, scode] url google scholar
Oren Melamud, Ido Dagan, Jacob Goldberger, Idan Szpektor and Deniz Yuret. 2014. Probabilistic Modeling of Joint-context in Distributional Similarity. In Proceedings of the Eighteenth Conference on Computational Natural Language Learning, pp 181--190, Ann Arbor, Michigan, June. Association for Computational Linguistics. [ai.ku, scode] url pdf google scholar
Enis Sert. 2013. Word Context and Token Representations from Paradigmatic Relations and Their Application to Part-of-Speech Induction. MS Thesis, September. Koç University. [fulbright, ai.ku, scode] url pdf google scholar
Osman Başkaya, Enis Sert, Volkan Cirik and Deniz Yuret. 2013. AI-KU: Using Substitute Vectors and Co-Occurrence Modeling For Word Sense Induction and Disambiguation. In Second Joint Conference on Lexical and Computational Semantics (*SEM), Volume 2: Proceedings of the Seventh International Workshop on Semantic Evaluation (SemEval 2013), pp 300--306, Atlanta, Georgia, USA, June. Association for Computational Linguistics. [ai.ku, scode] url google scholar
Deniz Yuret. 2012. FASTSUBS: An Efficient and Exact Procedure for Finding the Most Likely Lexical Substitutes Based on an N-gram Language Model. Signal Processing Letters, IEEE, vol 19, no 11, pp 725--728, November. IEEE Signal Processing Society. [ai.ku, scode] url url google scholar
Mehmet Ali Yatbaz, Enis Sert and Deniz Yuret. 2012. Learning Syntactic Categories Using Paradigmatic Representations of Word Context. In Proceedings of the 2012 Conference on Empirical Methods in Natural Language Processing (EMNLP-CONLL 2012), Jeju, Korea, July. Association for Computational Linguistics. [ai.ku, fulbright, scode, upos] url google scholar
Mehmet Ali Yatbaz and Deniz Yuret. 2010. Unsupervised part of speech tagging using unambiguous substitutes from a statistical language model. In Proceedings of the 23rd International Conference on Computational Linguistics: Posters, pp 1391--1398, August. Association for Computational Linguistics. [ai.ku, fulbright, scode] url google scholar
Y. Maron, M. Lamar and E. Bienenstock. 2010. Sphere Embedding: An Application to Part-of-Speech Induction. In Neural Information Processing Systems Conference (NIPS). [upos, scode] pdf google scholar
Mehmet Ali Yatbaz and Deniz Yuret. 2009. Unsupervised morphological disambiguation using statistical language models. In NIPS 2009 Workshop on Grammar Induction, Representation of Language and Language Learning, Vancouver, Canada, December. [ai.ku, fulbright, scode] url google scholar
Deniz Yuret. 2007. KU: Word Sense Disambiguation by Substitution. In Proceedings of the Fourth International Workshop on Semantic Evaluations (SemEval-2007), pp 207--214, Prague, Czech Republic, June. Association for Computational Linguistics. [semeval07.bib, WSD, acl08smoothing, SLM, cl09bib, ai.ku, scode] url pdf google scholar
A. Globerson, G. Chechik, F. Pereira and N. Tishby. 2007. Euclidean Embedding of Co-occurrence Data. Journal of Machine Learning Research, vol 8, pp 2047--2076. [upos, scode] pdf pdf google scholar

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