Jekyll2022-07-27T13:05:01+03:00https://malakhovks.github.io/feed.xmlKyrylo Malakhov / Academic blogpersonal descriptionKyrylo Malakhovmalakhovks@nas.gov.uadocsim / UkrVectōrēs – an NLU-powered tool for knowledge discovery, classification, diagnostics and prediction. Entities similarity tool.2021-01-22T00:00:00+02:002021-01-22T00:00:00+02:00https://malakhovks.github.io/posts/2021/01/blog-post-1<p>I would like to present you one of my pet projects – docsim / UkrVectōrēs.
<a href="https://github.com/malakhovks/docsim">docsim / UkrVectōrēs</a> – an NLU-powered tool for knowledge discovery, classification, diagnostics and prediction. Entities similarity tool.</p>
<p><strong>docsim / UkrVectōrēs</strong> is open source and avaliable on GitHub: <a href="https://github.com/malakhovks/docsim">https://github.com/malakhovks/docsim</a>.</p>
<h1 id="cautiondisclaimer">Caution/Disclaimer</h1>
<p>Project and documentation are in active development! For any technical clarifications and questions contact us via email <a href="mailto:malakhovks@nas.gov.ua">malakhovks@nas.gov.ua</a> or via Issues.</p>
<h1 id="features">Features</h1>
<p>You can think about <a href="https://github.com/malakhovks/docsim">docsim / UkrVectōrēs</a> as a kind of “cognitive-semantic calculator”. The online toolkit <a href="https://github.com/malakhovks/docsim">docsim / UkrVectōrēs</a> covers the following elements of distributional analysis:</p>
<ul>
<li>calculate semantic similarity between pairs of words;</li>
<li>find words semantically closest to the query word;</li>
<li>apply simple algebraic operations to word vectors (addition, subtraction, finding average vector for a group of words and distances to this average value);</li>
<li>draw semantic maps of relations between input words (it is useful to explore clusters and oppositions, or to test your hypotheses about them);</li>
<li>get the raw vectors (arrays of real values) and their visualizations for words in the chosen model;</li>
<li>download default models;</li>
<li>use other prognostic models distributive semantics freely distributed, by adjusting the configuration file.</li>
</ul>Kyrylo Malakhovmalakhovks@nas.gov.uaI would like to present you one of my pet projects – docsim / UkrVectōrēs. docsim / UkrVectōrēs – an NLU-powered tool for knowledge discovery, classification, diagnostics and prediction. Entities similarity tool.