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Information × Registration Number 2118U002683, Article popup.category Препринт Title popup.author Stehnii Anatolii popup.publication 01-01-2018 popup.source_user Український католицький університет popup.source https://hdl.handle.net/20.500.14570/1191 popup.publisher Description Software development requires vast knowledge of different programming tools which cannot be kept in human memory. Therefore software developers often formulate their task in human language to query online knowledge bases like StackOverflow to get short snippets of code. In this work, we explored the way of code generation from natural language description and prepared web API for Python which translates NL descriptions to short snippets of code. Our model implements sequence-to-sequence model with recursive encoder and uses syntactic trees instead of plain sequence on input. Results have not outperformed current state-of-the-art performance. However, presented Tree2Tree model has potential in other applications and this work makes a solid base for a further research. popup.nrat_date 2025-05-09 Close
Article
Препринт
Stehnii Anatolii. : published. 2018-01-01; Український католицький університет, 2118U002683
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Updated: 2026-03-26