«Four Keys To Topic Interpretability In Topic Modeling»

Koltcov S. N.; Filchenkov Andrey; Mavrin A.;
National Research University Higher School of Economics; ITMO University, Saint-Petersburg, Russia;

AINL, 2018

Paper title	Paper author	Affiliation	Conference	Year	Similarity	Tasks
Intra-Text Coherence As A Measure Of Topic Models’ Interpretability	Alekseev V. A. Bulatov V. G. Vorontsov K. V.	Moscow Institute of Physics and Technology, Moscow, Russia	Dialogue	2018	0.9928	Show tasks (experimental!) Построение конкордансов Морфологический анализ Дистрибутивная семантика
Tutorial On Probabilistic Topic Modeling: Additive Regularization For Stochastic Matrix Factorization	Vorontsov K. V. Potapenko A. A.	Lomonosov Moscow State University, Moscow, Russia National Research University Higher School of Economics Moscow Institute of Physics and Technology, Moscow, Russia Dorodnicyn Computing Centre of RAS	AIST	2014	0.9908	Show tasks (experimental!) Дистрибутивная семантика Построение конкордансов Морфологический анализ
Bigram Anchor Words Topic Model	Ashuha Arseniy Loukachevitch N. V.	Lomonosov Moscow State University, Moscow, Russia Moscow Institute of Physics and Technology, Moscow, Russia	AIST	2016	0.9906	Show tasks (experimental!) Дистрибутивная семантика Морфологический анализ Построение конкордансов
Stability Of Topic Modeling Via Modality Regularization	Derbanosov R. Bakhanova M.	Skoltech, Moscow, Russia National Research University Higher School of Economics	Dialogue	2020	0.9896	Show tasks (experimental!) Дистрибутивная семантика Построение конкордансов Морфологический анализ
Improving Topic Models With Segmental Structure Of Texts	Skachkov N. Vorontsov K. V.	Lomonosov Moscow State University, Moscow, Russia Moscow Institute of Physics and Technology, Moscow, Russia Dorodnicyn Computing Centre of RAS	Dialogue	2018	0.9891	Show tasks (experimental!) Морфологический анализ Дистрибутивная семантика Построение конкордансов
Quality Evaluation And Improvement For Hierarchical Topic Modeling	Sholokhov A. K. Belyy A. V. Seleznova M. S. Vorontsov K. V.	Tochka Bank QIWI Bank, Yekaterinburg, Russia Moscow Institute of Physics and Technology, Moscow, Russia ITMO University, Saint-Petersburg, Russia	Dialogue	2018	0.9890	Show tasks (experimental!) Построение конкордансов Морфологический анализ Дистрибутивная семантика
Interpretable Probabilistic Embeddings: Bridging The Gap Between Topic Models And Neural Networks	Popov A. M. Vorontsov K. V. Potapenko A. A.	Lomonosov Moscow State University, Moscow, Russia National Research University Higher School of Economics Moscow Institute of Physics and Technology, Moscow, Russia	AINL	2017	0.9883	Show tasks (experimental!) Дистрибутивная семантика Построение конкордансов Морфологический анализ
Detection Of Domain-Specific Trends In Text Collections	Gadelshin Ilnur Antonova Anna Ilvovsky D. A.	National Research University Higher School of Economics	AIST	2014	0.9873	Show tasks (experimental!) Построение конкордансов Морфологический анализ Автоматическое реферирование
Combining Thesaurus Knowledge And Probabilistic Topic Models	Nokel M. A. Ivanov Kirill Loukachevitch N. V.	Lomonosov Moscow State University, Moscow, Russia Yandex, Moscow, Russia	AIST	2017	0.9870	Show tasks (experimental!) Построение конкордансов Морфологический анализ Автоматическое реферирование
Comparative Analysis Of Scientific Papers Collections Via Topic Modeling And Co-Authorship Networks	Krasnov F. Dimentov A. Shvartsman M.	Gazpromneft, Saint-Petersburg, Russia NEICON, Moscow, Russia	AINL	2019	0.9861	Show tasks (experimental!) Построение конкордансов Морфологический анализ Автоматическое реферирование