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Personalized reasoning in Natural Language Processing

2021/41/B/ST6/04471

Keywords:

natural language NLP personalization representation learning embedding deep machine learning multitask learning hate speech offensive texts sense of humor sarcasm sentiment analysis

Descriptors:

  • ST6_007:
  • ST6_009:

Panel:

ST6 - Computer science and informatics: informatics and information systems, computer science, scientific computing, intelligent systems

Host institution :

Politechnika Wrocławska

woj. dolnośląskie

Other projects carried out by the institution 

Principal investigator (from the host institution):

prof. Przemysław Ryszard Kazienko 

Number of co-investigators in the project: 8

Call: OPUS 21 - announced on 2021-03-15

Amount awarded: 1 390 400 PLN

Project start date (Y-m-d): 2022-01-21

Project end date (Y-m-d): 2026-01-20

Project duration:: 48 months (the same as in the proposal)

Project status: Pending project

Project description

Download the project description in a pdf file

Note - project descriptions were prepared by the authors of the applications themselves and placed in the system in an unchanged form.

Information in the final report

  • Publication in academic press/journals (2)
  • Articles in post-conference publications (1)
  1. Human-centered neural reasoning for subjective content processing: Hate speech, emotions, and humor
    Authors:
    Kazienko P., Bielaniewicz J., Gruza M., Kanclerz K., Karanowski K., Miłkowski P., Kocoń J.
    Academic press:
    Information Fusion, IF(2022)=18.6 (rok: 2023, tom: Vol. 94, strony: 43-65), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.inffus.2023.01.010 - link to the publication
  2. ChatGPT: Jack of all trades, master of none
    Authors:
    Kocoń J., Cichecki I., Kaszyca O., Kochanek M., Szydło D., Baran J., Bielaniewicz J., Gruza M., Janz A., Kanclerz K., Kocoń A., Koptyra B., Mieleszczenko-Kowszewicz W., Miłkowski P., Oleksy M., Piasecki M., Radliński Ł., Wojtasik K., Woźniak S., Kazienko P.
    Academic press:
    Information Fusion, IF(2022)=18.6 (rok: 2023, tom: Vol. 99, strony: 101861), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.inffus.2023.101861 - link to the publication
  1. PALS: Personalized Active Learning for Subjective Tasks in NLP
    Authors:
    Kamil Kanclerz, Konrad Karanowski, Julita Bielaniewicz, Marcin Gruza, Piotr Miłkowski, Jan Kocon, Przemyslaw Kazienko
    Conference:
    EMNLP 2023, Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing, CORE A* (rok: 2023, tom: EMNLP 2023 - The 2023 Conference on Empirical Methods in Natural Language Processing, strony: 13326–13341), Wydawca: Association for Computational Linguistics (ACL)
    Data:
    konferencja December 6 -10, 2023
    Status:
    Published
    DOI:
    10.18653/v1/2023.emnlp-main.823 - link to the publication

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