Search Results for author: Konstantin Vorontsov

Found 4 papers, 0 papers with code

Interpretable probabilistic embeddings: bridging the gap between topic models and neural networks

no code implementations11 Nov 2017 Anna Potapenko, Artem Popov, Konstantin Vorontsov

We consider probabilistic topic models and more recent word embedding techniques from a perspective of learning hidden semantic representations.

Topic Models Word Similarity

Lexical Quantile-Based Text Complexity Measure

no code implementations RANLP 2019 Maksim Eremeev, Konstantin Vorontsov

We use the reference corpus of texts and the quantile approach in order to determine what words are rare, and what frequencies are abnormal.

Experimental Design

Topic Balancing with Additive Regularization of Topic Models

no code implementations ACL 2020 Eugeniia Veselova, Konstantin Vorontsov

This article proposes a new approach for building topic models on unbalanced collections in topic modelling, based on the existing methods and our experiments with such methods.

Topic Models

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