Svitlana Vakulenko

Assistant Professor, Tenure Track at WU (Vienna University of Economics and Business)

Vienna, Austria
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Summary

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Senior
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Svitlana Vakulenko is an Assistant Professor (tenure track) at WU Vienna leading a research group on Knowledge Representation Learning for Large Language Models, combining academic rigour with applied ML research. With a PhD from TU Wien and over 11 years of experience across academia and industry, she has shaped conversational search and LLM evaluation methods during roles at University of Amsterdam and Amazon AGI. Her work spans topic modeling, NLP for social media and question rewriting to production-focused LLM workflows, and is supported by a WWTF VRG grant of over €1.5M. She brings a rare blend of deep research expertise and hands-on engineering—optimizing training and decoding algorithms to boost semantic diversity in generated text. Based in Vienna, she is also an active ML scientist working on conversational search and building bridges between knowledge representation and practical LLM evaluation.
code12 years of coding experience
job12 years of employment as a software developer
bookVienna University of Technology
bookBachelor, Informatics, Bachelor, Informatics at Kyiv National Economics University
bookComputer Science, Computer Science at Universität des Saarlandes
bookMaster of Science (MS), Software Engineering, Master of Science (MS), Software Engineering at Tartu Ülikool
languagesEnglish, Russian, Ukrainian, German, Spanish
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Github Skills (51)

dbpedia10
knowledge-graph10
question-answering10
retrieval9
sentence-transformers9
ubuntu9
dialogue-systems8
bert8
information-retrieval8
datasets8
benchmark8
natural-language-processing7
nlp7
elasticsearch6
deep-learning6

Programming languages (5)

LuaHTMLJupyter NotebookRubyPython

Github contributions (5)

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Contributions:41 commits, 36 pushes, 1 branch in 1 year 6 months
svakulenk0/ODExploration

Dec 2017 - Jul 2024

Contributions:534 pushes, 2 branches in 6 years 7 months
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