My name is Konstantin Sokolov, I'm a software developer with a background in Linguistics, Natural Language Processing, and R&D.

• Arranged and fulfilled transfer of technical infrastructure to AWS from Yandex Cloud to mitigate sanctions-related risks and secured AWS Activate funding for a project in the field of empathetic AI, which allowed undisturbed business operations in the global market.
• Established and led a national machine learning team in a large international e-commerce company. Delivered multiple projects related to social e-commerce, search and recommendation solutions.
• A simulation project in the domain of transportation management targeted at scalable cloud-based infrastructure (OpenStack, AnyLogic), early stage research for a prominent logistics service provider.
• A prototype syntactic annotation tool for OpenCorpora based on categorial grammar, parsing as deduction and proof assistant technology.
• An interpreter for natural language commands for a smart home system based on OpenCCG semantic parser and a hybrid logic model checker.
• A series of productivity and entertainment oriented virtual assistants for mobile platforms, including a Turing-100 winning virtual assistant Everfriends (originating from the dialogue manager backing «Eugene Goostman» chatbot).
• National Corporate Internet Helper, a nation-wide self-care web application for corporate clients of Russian mobile network operator MTS.

• Natural Language Understanding Reading Group (2013–2016), Peter the Great St. Petersburg Polytechnic University, organizer
• Artificial Intelligence and Natural Language (AINL 2013, 2016), Artificial Intelligence and Natural Language & Information Extraction, Social Media and Web Search FRUCT Conference (AINL-ISMW FRUCT 2015), PC member
• Artificial Intelligence and Natural Language (AINL 2012), St. Petersburg, Russia, co-organizer
• Effective Training in Computational Linguistics, one-day industrial session, St. Petersburg State University, 2007, co-organizer

• Formal Methods in Natural Language Processing, a master’s level selective course covering topics in formal languages (mildly context-sensitive formalisms including CCG, TAG), Unification Grammar, Lambek calculus, parsing as deduction and computational semantics (Montague Grammar, DRT, LFG/Glue, type-theoretical semantics)
• Statistical Natural Language Processing, covering language models, log-linear and MEMM models, tagging, constituency and dependency parsing, distributional semantics
• Human-Computer Interaction, a selective course covering models of human performance, cognitive agents and cognitive architectures (incl. SOAR, Harmony Theory, seq2seq, Memory Networks, attention models)
• Design of Software, a bachelor’s level course covering software design patterns and design for testability

• Konstantin Sokolov. A Vector Model for Type-Theoretical Semantics. Proceedings of the First Workshop on Representation Learning for NLP. ACL 2016. (pdf)
• K. V. Sokolov, D. A. Timofeev, A. V. Samochadin. Process Extraction from Texts using Semantic Unification. In Proceedings of the 7th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management (IC3K 2015) – Volume 3: KMIS. (pdf)
• K. V. Sokolov, D. A. Timofeev, A. V. Samochadin. Extraction of Business Process Models from Texts. St. Petersburg State Polytechnical University Journal. Computer Science. Telecommunications and Control Systems, vol. 5 (229), 2015. (in Russian)
• A. V. Andreev, O. A. Mitrofanova, K. V. Sokolov. Introduction to Formal Semantics. St. Petersburg State University, Faculty of Philology, 2014. (in Russian) (pdf)

• Answer Set Programming in Natural Language Processing (FProg Meet-up, Yandex, St. Petersburg, 2012?)
• Lambda Calculus in Lexical Semantics (NLU Seminar, Peter the Great St. Petersburg Polytechnical University, Dec 12, 2013)
• R. Montague's Universal Grammar (NLU Seminar, Peter the Great St. Petersburg Polytechnical University, Dec 26, 2013)
• R. Monatgue's PTQ Framework (NLU Seminar, Peter the Great St. Petersburg Polytechnical University, Feb 6, 2014)
• Combinatorial Categorial Grammar, Hybrid Logic and Model Checking for Interpretation of Natural Language Commands in Smart Home Applications. (NLU Seminar, Peter the Great St. Petersburg Polytechnical University, Mar 13, 2014)
• Formalization of Locality in Typed Feature Structures. (XLIII International Philological Conference, St. Petersburg State University, Mar 11, 2014)
• Topological Semantics for S4 Modal Logic System, part I (NLU Seminar, Peter the Great St. Petersburg Polytechnical University, Mar 20, 2014)
• Topological Semantics for S4 Modal Logic System, part II (NLU Seminar, Peter the Great St. Petersburg Polytechnical University, Apr 3, 2014)
• Neighborhood Grammar, part I (NLU Seminar, Peter the Great St. Petersburg Polytechnical University, Apr 24, 2014)
• Neighborhood Grammar, part II (NLU Seminar, Peter the Great St. Petersburg Polytechnical University, May 8, 2014)
• Generalized Quantifiers (NLU Seminar, Peter the Great St. Petersburg Polytechnical University, May 15, 2014)
• J. Hintikka's Game-Theoretical Semantics (NLU Seminar, Peter the Great St. Petersburg Polytechnical University, May 22, 2014)
• Criticism of Formal Semantics by Cognitive Linguistics (NLU Seminar, Peter the Great St. Petersburg Polytechnical University, Sep 18, 2014)
• Conceptual Systems in Cognitive Linguistics (NLU Seminar, Peter the Great St. Petersburg Polytechnical University, Oct 2, 2014)
• What is a Cognitive Architecture? (NLU Seminar, Peter the Great St. Petersburg Polytechnical University, Oct 16, 2014)
• Geometrical Approach to Semantics of Natural Language. P. Gaerdenfors' Conceptual Spaces. (NLU Seminar, Peter the Great St. Petersburg Polytechnical University, Nov 13, 2014)
• P. Smolensky's Harmony Theory. (NLU Seminar, Peter the Great St. Petersburg Polytechnical University, Nov 27, 2014)
• Harmonic Grammar, Optimality Theory and ICS Architecture. (NLU Seminar, Peter the Great St. Petersburg Polytechnical University, Dec 4, 2014)
• Distributed Representations for Analogical Reasoning. Hummel and Holyoak's LISA Architecture. (NLU Seminar, Peter the Great St. Petersburg Polytechnical University, Dec 11, 2014)
• What is Distributional Semantics? (NLU Seminar, Peter the Great St. Petersburg Polytechnical University, Feb 19, 2015)
• Latent Semantic Analysis. (NLU Seminar, Peter the Great St. Petersburg Polytechnical University, Mar 5, 2015)
• Additive and Multiplicative Methods of Composition in Distributional Semantics. (NLU Seminar, Peter the Great St. Petersburg Polytechnical University, Mar 19, 2015)
• Functional Composition in Distributional Semantics. Baroni et al.'s "Frege in Space" Research Program. (NLU Seminar, Peter the Great St. Petersburg Polytechnical University, Apr 2, 2015)
• Neural Approaches to Composition in Distributional Semantics. (NLU Seminar, Peter the Great St. Petersburg Polytechnical University, Apr 16, 2015)
• Polylinear Algebra and Tensor Representations for Lexical Semantics. (NLU Seminar, Peter the Great St. Petersburg Polytechnical University, Apr 30, 2015)
• Pregroup Grammar and Diagram Languages for Tensor Calculus. (NLU Seminar, Peter the Great St. Petersburg Polytechnical University, May 14, 2015)
• Category Theory in Compositional Distributional Semantics. Oxford Quantum Group's Research Program. (NLU Seminar, Peter the Great St. Petersburg Polytechnical University, May 28, 2015)
• Computational Linguistics Research at Distributed Computation and Computer Networks Department, Peter the Great St. Petersburg Polytechnical University (FProg Meet-up, St. Petersburg, July 2015)
• Type Theory and Lexical Semantics. An Overview. (NLU Seminar, Peter the Great St. Petersburg Polytechnical University, Sep 17, 2015)
• J. Pustejovsky's Generative Lexicon. Part I (NLU Seminar, Peter the Great St. Petersburg Polytechnical University, Oct 1, 2015)
• J. Pustejovsky's Generative Lexicon, Type Theory and Lexical Decomposition. Part II (NLU Seminar, Peter the Great St. Petersburg Polytechnical University, Oct 15, 2015)
• Type Theory with Records. (NLU Seminar, Peter the Great St. Petersburg Polytechnical University, Oct 29, 2015)
• Process Extraction From Texts Using Semantic Unification. (International Conference on Knowledge Management and Information Sharing, Nov 13, 2015)
• Type Composition Logic. (NLU Seminar, Peter the Great St. Petersburg Polytechnical University, Nov 26, 2015)
• Dependent Type Semantics. (NLU Seminar, Peter the Great St. Petersburg Polytechnical University, Dec 10, 2015)
• Montagovian Generative Lexicon. (NLU Seminar, Peter the Great St. Petersburg Polytechnical University, Dec 24, 2015)
• Attention Models for Chatbot Technology. Data Natives 2017, Berlin, Nov 16, 2017