About
Kamil Kanclerz has been involved in research in the field of natural language analysis at the Wrocław University of Technology since 2019. He specializes in natural language processing in the following areas: sentiment analysis, information extraction, transfer learning, document embeddings, grammatical error correction and multiword expression recognition.
He participated in many research projects and is a co-creator of many innovative solutions in the field of natural language processing, such as the Sentimenti project, focused on automatic analysis of sentiment and emotions in the text. In order to obtain a large dataset for analysis and model preparation, an extensive survey was conducted involving more than 20 thousand people. The research resulted in the collection of over 18 million annotations about emotions. He was responsible for conducting research aimed at increasing the effectiveness of knowledge transfer between models generating vector representations and deep neural models specialized in the classification of texts in terms of polarization and emotion recognition. He was also responsible for developing and conducting research on the innovative combination of individual deep neural network models to increase their overall effectiveness.
He was also responsible for development of MeWeX tool for recognizing multi-track lexical units. Moreover he actively participated in the following natural language engineering projects: CLARIN-PL, AZON and CLARIN-PL 2.0. Currently he is focused on cross-language transfer learning using deep neural networks and deep language models. He is also takes an active part in the project "CLARIN - Common Language Resources and Technology Infrastructure" worth over 130 million PLN.
Research Interests
Education
MSc in Computer Science (with honours)
Wroclaw University of Science and Technology · 2020
BSc in Computer Science (with honours)
Wroclaw University of Science and Technology · 2019
Publications
PALS: Personalized Active Learning for Subjective Tasks in NLP
2023 · EMNLP 2023
Differential Dataset Cartography: Explainable AI in Personalized Sentiment Analysis
2023 · ICCS 2023
Multi-Modal Personalized Hate Speech Analysis using Differential Dataset Cartography
2023 · DE-FACTIFY@AAAI 2023
Capturing Human Perspectives in NLP: Questionnaires, Annotations, and Biases
2023 · NLPerspectives@ECAI 2023
ChatGPT: Jack of all trades, master of none
2023 · Information Fusion 99
Human-Centered Neural Reasoning for Subjective Content Processing
2023 · Information Fusion 94
Towards Model-Based Data Acquisition for Subjective Multi-Task NLP
2023 · ICDM Workshops 2023
Non-contextual vs contextual word embeddings in multiword expressions detection
2022 · *Computational Collective Intelligence : 14th International Conference, ICCCI 2022, Hammamet, Tunisia, September 28-30, 2022 : proceedings*
Deep neural representations for multiword expressions detection
2022 · *The 60th Annual Meeting of the Association for Computational Linguistics : Proceedings of the Student Research Workshop, May 22-27, 2022.*
Is context all you need? Non-contextual vs contextual multiword expressions detection
2022 · *Computational Science - ICCS 2022 : 22nd International Conference London, UK, June 21-23, 2022 : proceedings. Pt. 1*
What if ground truth is subjective? Personalized deep neural hate speech detection
2022 · *LREC 2022 : Workshop Language Resources and Evaluation Conference : 20th June 2022, 1st Workshop on Perspectivist Approaches to NLP (NLPerspectives) : proceedings*
Learning personal human biases and representations for subjective tasks in natural language processing
2021 · *21st IEEE International Conference on Data Mining ICDM 2021, 7-10 December 2021, Virtual Conference : proceedings*
Multiemo: multilingual, multilevel, multidomain sentiment analysis corpus of consumer reviews
2021 · *Computational Science - ICCS 2021 : 21st International Conference Krakow, Poland, June 16-18, 2021 : proceedings. Pt. 2*
Controversy and conformity: from generalized to personalized aggressiveness detection
2021 · *The 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing, ACL-IJCNLP 2021, August 1-6, 2021 : Proceedings of the Conference, Vol. 1 (Long Papers)*
Personal bias in prediction of emotions elicited by textual opinions
2021 · *The 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing, ACL-IJCNLP 2021, August 5-6, 2021, Bangkok, Thailand (online) : Proceedings of the Student Research Workshop*
Cross-lingual deep neural transfer learning in sentiment analysis
2020 · *Knowledge-Based and Intelligent Information & Engineering Systems: Proceedings of the 24th International Conference KES 2020*