Ruprecht-Karls-Universität Heidelberg

Artem Sokolov

I am a research scientist at Amazon Berlin working on machine translation and other structured prediction problems for NLP. Simultaneously, I hold an Honorary Professor position at the Heidelberg University.

Before joining Amazon I was a postdoc at the Statistical NLP Group, lead by Prof. Stefan Riezler, and earlier at the LIMSI and the Orange Labs, R&D in France. I obtained a PhD in Computer Science and Artificial Intelligence from the IRTCITS research center in Kyiv for a thesis on randomized representations for locality-sensitive sequence embeddings.

News

Recent Publications

  1. J. Kreutzer, A. Sokolov. Learning to Segment Inputs for NMT Favors Character-Level Processing, Int. Workshop on Spoken Language Translation (IWSLT), 2018 [extended report]
  2. F. Hieber, T. Domhan, M. Denkowski, D. Vilar, A. Sokolov, A. Clifton, M. Post. Sockeye: A Toolkit for Neural Machine Translation, American Machine Translation Association (AMTA), 2018 [complete ArXiv version] [code]
  3. C. Lawrence, A. Sokolov, S. Riezler. Counterfactual Learning from Bandit Feedback under Deterministic Logging: A Case Study in Statistical Machine Translation, Empirical Methods in Natural Language Processing (EMNLP), Copenhagen, Denmark, 2017 [poster]
  4. A. Sokolov, J. Kreutzer, K. Sunderland, P. Danchenko, W. Szymaniak, H. Fürstenau, S. Riezler. A Shared Task on Bandit Learning for Machine Translation, Conference on Machine Translation (WMT), Copenhagen, Denmark, 2017 [slides]
  5. J. Kreutzer, A. Sokolov, S. Riezler. Bandit Structured Prediction for Neural Sequence-to-Sequence Learning, Association of Computational Linguistics (ACL), Vancouver, Canada, 2017 [poster]
  6. A. Sokolov, J. Kreutzer, C. Lo, S. Riezler. Stochastic Structured Prediction under Bandit Feedback, Neural Information Processing Systems (NIPS), Barcelona, Spain, 2016 [poster]
  7. A. Sokolov, J. Kreutzer, C. Lo, S. Riezler. Learning Structured Predictors from Bandit Feedback for Interactive NLP, Association of Computational Linguistics (ACL), Berlin, Germany, 2016 [slides] [code 1] [code 2]
  8. V. Boteva, D. Gholipour, A. Sokolov, S. Riezler. A Full-Text Learning to Rank Dataset for Medical Information Retrieval, European Conference on Information Retrieval (ECIR), Padova, Italy, 2016 [poster] [data] [bib]
  9. A. Sokolov, S. Riezler, T. Urvoy. Bandit Structured Prediction for Learning from Partial Feedback in Statistical Machine Translation, MT Summit, Miami, FL, USA, 2015
See the full list on the publication page.

Contact

Institut für Computerlinguistik,
Universität Heidelberg
Im Neuenheimer Feld 325, Room 107
69120 Heidelberg
Germany

E-mail sokolov(at)cl.uni-heidelberg.de

Hobby - travel reports

Some of my trip accounts and travel articles (in ukrainian)
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