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                <h1 id="10062020-alekum"><span style="font-weight:normal;font-style:italic;font-size:medium">10/06/2020, alekum</span><a class="headerlink" href="#10062020-alekum" title="Permanent link">&para;</a></h1>
<p><strong>Unsupervised Translation of Programming Languages  </strong>
Довольно любопытная статья на тему создания транскомпилятора от исследователей из Facebook AI Research.
Путем тренировки модели, на корпусе программ из Github, транслируют код языков C++, Java, Python. </p>
<p>Авторы  показывают, что их модель превосходит работы в данной области, основанные на подходе 
использования правил. Из интересного, прямой цитатой  из статьи:</p>
<pre>• We introduce a new approach to translate functions from a programming language to another,
that is purely based on monolingual source code.
• We show that TransCoder successfully manages to grasp complex patterns specific to each
language, and to translate them to other languages.
• We show that a fully unsupervised method can outperform commercial systems that leverage
rule-based methods and advanced programming knowledge.
• We build and release a validation and a test set composed of 852 parallel functions in 3
languages, along with unit tests to evaluate the correctness of generated translations.
• We will make our code and pretrained models publicly available.

</pre>
<p>В видео можно послушать комментарии.</p>
<p>Paper:
<a href="https://arxiv.org/pdf/2006.03511">https://arxiv.org/pdf/2006.03511</a></p>
<p>Video:
<a href="https://www.youtube.com/watch?v=xTzFJIknh7E&amp;app=desktop">https://www.youtube.com/watch?v=xTzFJIknh7E&amp;app=desktop</a></p>
<p><a href="ml.html">#ml</a> <a href="analysis.html">#analysis</a> <a href="transpilation.html">#transpilation</a></p>
                
              
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