Search Results for author: Marko Robnik-Sikonja

Found 5 papers, 0 papers with code

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 an exciting insight into elected politicians' opinions, positions, and policy preferences.

Natural Language Processing

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

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

Cross-lingual Transfer of Sentiment Classifiers

no code implementations15 May 2020 Marko Robnik-Sikonja, Kristjan Reba, Igor Mozetic

The performance of cross-lingual models obtained with the multilingual BERT and LASER library is comparable, and the differences are language-dependent.

BIG-bench Machine Learning Cross-Lingual Transfer +2

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