Papers by Daria Puchalska
Controversy and Conformity: from Generalized to Personalized Aggressiveness Detection (2021.acl-long)
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Kamil Kanclerz, Alicja Figas, Marcin Gruza, Tomasz Kajdanowicz, Jan Kocon, Daria Puchalska, Przemyslaw Kazienko
| Challenge: | a new method to personalize documents that are perceived differently by users is needed . a recent study found that only a few annotations of controversial documents outperform classic methods . |
| Approach: | They propose to use some known, most controversial texts whose offensiveness is very ambiguous . they use user conformity-based measures or embeddings of their previous annotations to improve personalized reasoning . |
| Outcome: | The proposed methods outperform standard methods in document controversy and user nonconformity . the more controversial the content, the greater the gain, the authors say . |