132 citations
- National Research University Higher School of EconomicsRU3 papers
- Lomonosov Moscow State UniversityRU2 papers
- Samsung (United States)US2 papers
- Steklov Mathematical InstituteRU2 papers
- Kazan Federal UniversityRU1 paper
- Moscow Institute of Physics and TechnologyRU1 paper
- Skolkovo Institute of Science and TechnologyRU1 paper
4 papers · 1 filter
Combining Neural Language Models for WordSense Induction
Nikolay Arefyev, Boris Sheludko, Tatiana Aleksashina
Word sense induction (WSI) is the problem of grouping occurrences of an ambiguous word according to the expressed sense of this word. Recently a new approach to this task was propo…
Improving unsupervised neural aspect extraction for online discussions using out-of-domain classification
Anton Alekseev, Elena Tutubalina, Valentin Malykh +1
Deep learning architectures based on self-attention have recently achieved and surpassed state of the art results in the task of unsupervised aspect extraction and topic modeling.…
Compression of Recurrent Neural Networks for Efficient Language Modeling
Artem M. Grachev, Dmitry I. Ignatov, Andrey V. Savchenko
Recurrent neural networks have proved to be an effective method for statistical language modeling. However, in practice their memory and run-time complexity are usually too large t…
AspeRa: Aspect-based Rating Prediction Model
Sergey I. Nikolenko, Elena Tutubalina, Valentin Malykh +2
We propose a novel end-to-end Aspect-based Rating Prediction model (AspeRa) that estimates user rating based on review texts for the items and at the same time discovers coherent a…