Papers by Piotr Miłkowski
PALS: Personalized Active Learning for Subjective Tasks in NLP (2023.emnlp-main)
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Kamil Kanclerz, Konrad Karanowski, Julita Bielaniewicz, Marcin Gruza, Piotr Miłkowski, Jan Kocon, Przemyslaw Kazienko
| Challenge: | Personalized active learning techniques can be used to learn subjective NLP problems . to acquire training data, texts are often randomly assigned to users for annotation . |
| Approach: | They propose to apply an active learning paradigm to a personalized context to learn preferences . they validated their techniques on a Wiki discussion text labeled with aggression and toxicity . |
| Outcome: | The proposed methods outperform random selection and random selection by 30% on three datasets. |