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Kamil Kanclerz

2 accepted papers

2023

PALS: Personalized Active Learning for Subjective Tasks in NLP

EMNLP 2023long main

For subjective NLP problems, such as classification of hate speech, aggression, or emotions, personalized solutions can be exploited. Then, the learned models infer about the perception of the content independently for each reader. To acquire training data, texts are commonly randomly assigned to us…

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2021

Controversy and Conformity: from Generalized to Personalized Aggressiveness Detection

ACL 2021long

There is content such as hate speech, offensive, toxic or aggressive documents, which are perceived differently by their consumers. They are commonly identified using classifiers solely based on textual content that generalize pre-agreed meanings of difficult problems. Such models provide the same r…