Róbert Belanec

Publikační výsledky

• 2026

  BELANEC, R.; PECHER, B.; SRBA, I.; BIELIKOVÁ, M. PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark. Proceedings of the 19th Conference of the European Chapter of the Association for Computational Linguistics (Volume 1: Long Papers). Morocco: Association for Computational Linguistics, 2026. p. 3035-3054. ISBN: 979-8-89176-380-7. Detail

  BELANEC, R.; SRBA, I.; BIELIKOVÁ, M. PEFT-Factory: Unified Parameter-Efficient Fine-Tuning of Autoregressive Large Language Models. Proceedings of the 19th Conference of the European Chapter of the Association for Computational Linguistics (Volume 3: System Demonstrations). Morocco: Association for Computational Linguistics, 2026. p. 188-202. ISBN: 979-8-89176-382-1. Detail

  PECHER, B.; ČEGIŇ, J.; BELANEC, R.; SRBA, I.; ŠIMKO, J.; BIELIKOVÁ, M. Better as Generators Than Classifiers: Leveraging LLMs and Synthetic Data for Low-Resource Multilingual Classification. Findings of the Association for Computational Linguistics: EACL 2026. Morocco: Association for Computational Linguistics, 2026. p. 2840-2857. ISBN: 979-8-89176-386-9. Detail

• 2025

  BELANEC, R.; OSTERMANN, S.; SRBA, I.; BIELIKOVÁ, M. Task Prompt Vectors: Effective Initialization through Multi-Task Soft Prompt Transfer. Springer, Berlin, Heidelberg, 2025. p. 77-94. ISBN: 978-3-662-72242-8. Detail

• 2024

  PECHER, B.; ČEGIŇ, J.; BELANEC, R.; SRBA, I.; ŠIMKO, J.; BIELIKOVÁ, M. Fighting Randomness With Randomness: Mitigating Optimisation Instability of Fine-Tuning Using Ensemble and Noise Regularisation. Findings of the Association for Computational Linguistics: EMNLP 2024. Miami: Association for Computational Linguistics, 2024. p. 11005-11044. ISBN: 979-8-8917-6168-1. Detail