Search Results for author: Kristian Miok

Found 6 papers, 1 papers with code

Generating Data using Monte Carlo Dropout

1 code implementation12 Sep 2019 Kristian Miok, Dong Nguyen-Doan, Daniela Zaharie, Marko Robnik-Šikonja

In many such cases, generators of synthetic data with the same statistical and predictive properties as the actual data allow efficient simulations and development of tools and applications.

To BAN or not to BAN: Bayesian Attention Networks for Reliable Hate Speech Detection

no code implementations10 Jul 2020 Kristian Miok, Blaz Skrlj, Daniela Zaharie, Marko Robnik-Sikonja

Our approach not only improves the classification performance of the state-of-the-art multilingual BERT model but the computed reliability scores also significantly reduce the workload in an inspection of ofending cases and reannotation campaigns.

Classification General Classification +2

Bayesian Methods for Semi-supervised Text Annotation

no code implementations COLING (LAW) 2020 Kristian Miok, Gregor Pirs, Marko Robnik-Sikonja

To alleviate the problem, we propose two semi-supervised methods to guide the annotation process: a Bayesian deep learning model and a Bayesian ensemble method.

Hate Speech Detection Natural Language Understanding +1

Multi-aspect Multilingual and Cross-lingual Parliamentary Speech Analysis

no code implementations3 Jul 2022 Kristian Miok, Encarnacion Hidalgo-Tenorio, Petya Osenova, Miguel-Angel Benitez-Castro, Marko Robnik-Sikonja

Parliamentary and legislative debate transcripts provide informative insight into elected politicians' opinions, positions, and policy preferences.

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