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ru-RU: Антон Белый / zh-CN: 安东·别里 / IPA: [ɐn̪’t̪o̞n̪ ‘bʲeɫɨç] abel@jhu.edu / Scholar / Github / LinkedIn natural language processing / machine learning / algorithms |
I am a 3rd year PhD student at the Center of Language and Speech Processing (CLSP) at Johns Hopkins University. I am fortunate to be advised by Benjamin Van Durme and Vladimir Braverman.
I develop efficient algorithms for large-scale information retrieval and structured, semantically-aware text generation. I also design interfaces that allow humans and machines collaborate on generating structured objects such as scripts or schemas.
My background is in Algorithms, Machine Learning and Software Development: prior to PhD, I interned at JetBrains, worked for a year as a Backend Developer at VK and for two years as a Senior Data Scientist at Tochka Bank. I received B.Sc. in Applied Maths and Computer Science from ITMO University, where I’ve collaborated with Andrey Filchenkov and Konstantin Vorontsov on building exploratory search engines and plagiarism detection tools.
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InFillmore: Frame-Guided Language Generation with Bidirectional Context. Jiefu Ou, Nathaniel Weir, Anton Belyy, Felix Yu, and Benjamin Van Durme. STARSEM 2021. |
[paper] [poster] [talk] [demo] |
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Script Induction As Association Rule Mining. Anton Belyy and Benjamin Van Durme. ACL Workshop on Narrative Understanding, Storylines, and Events 2020. |
[paper] [talk] [code] |
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Improved Evaluation Framework for Complex Plagiarism Detection. Anton Belyy, Marina Dubova, and Dmitry Nekrasov. ACL 2018. |
[paper] [poster] [code] |
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Framework for Russian Plagiarism Detection Using Sentence Embedding Similarity and Negative Sampling. Anton Belyy and Marina Dubova. Dialogue 2018. |
[paper] [slides] [code] |
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Quality Evaluation and Improvement for Hierarchical Topic Modeling. Anton Belyy, Mariia Seleznova, Alexey Sholokhov, and Konstantin Vorontsov. Dialogue 2018. |
[paper] [slides] [demo] |
My web-dev projects, written (mostly) on the rare occasions of having spare time, and mostly to play with a fancy new Web framework :)
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SchemaBlocks (2019 – present) A web-based UI for “programming” KAIROS schemas, specifying events, relations, and entity types. Based on Google Blockly. |
[code] [demo] |
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Rysearch (2017 – 2019) An exploratory search engine, that uses topic models to organize popular science literature into a hierarchical map and perform inexact document queries over this map. Based on FoamTree and hARTM. |
[code] [demo] |
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Esenin (2013) A karaoke music player, featuring songs based on lyrics of a great 20th-century Russian poet Sergey Esenin. Written overnight from scratch in CoffeeScript. |
[code] [demo] |
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Lonelord (2013) An online strategy game, where you can build castles, mine resources, wage wars and trade with neighbors… by sending MongoDB database queries! Inspired by mysqlgame. |
[code] [blog] |