Search Results for author: Elizaveta Korotkova

Found 5 papers, 1 papers with code

Beyond Toxic: Toxicity Detection Datasets are Not Enough for Brand Safety

no code implementations27 Mar 2023 Elizaveta Korotkova, Isaac Kwan Yin Chung

We demonstrate the need for building brand safety specific datasets via the application of common toxicity detection datasets to a subset of brand safety and empirically analyze the effects of weighted sampling strategies in text classification.

Binary Classification Hate Speech Detection +2

Translation Transformers Rediscover Inherent Data Domains

1 code implementation WMT (EMNLP) 2021 Maksym Del, Elizaveta Korotkova, Mark Fishel

Here we analyze the sentence representations learned by NMT Transformers and show that these explicitly include the information on text domains, even after only seeing the input sentences without domains labels.

Clustering Domain Adaptation +5

University of Tartu's Multilingual Multi-domain WMT19 News Translation Shared Task Submission

no code implementations WS 2019 Andre T{\"a}ttar, Elizaveta Korotkova, Mark Fishel

This paper describes the University of Tartu{'}s submission to the news translation shared task of WMT19, where the core idea was to train a single multilingual system to cover several language pairs of the shared task and submit its results.

Translation

Grammatical Error Correction and Style Transfer via Zero-shot Monolingual Translation

no code implementations27 Mar 2019 Elizaveta Korotkova, Agnes Luhtaru, Maksym Del, Krista Liin, Daiga Deksne, Mark Fishel

Both grammatical error correction and text style transfer can be viewed as monolingual sequence-to-sequence transformation tasks, but the scarcity of directly annotated data for either task makes them unfeasible for most languages.

Grammatical Error Correction Style Transfer +2

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