Róbert Belanec

12 papers Journal 7Unranked 5
YearRankTypeTitle / Venue / Authors
2026 — conf
Better as Generators Than Classifiers: Leveraging LLMs and Synthetic Data for Low-Resource Multilingual Classification.
EACL (Findings)
Branislav Pecher, Ján Cegin, Róbert Belanec, Ivan Srba, Jakub Simko, Mária Bieliková
2026 J jnl
Better as Generators Than Classifiers: Leveraging LLMs and Synthetic Data for Low-Resource Multilingual Classification.
CoRR
Branislav Pecher, Ján Cegin, Róbert Belanec, Ivan Srba, Jakub Simko, Mária Bieliková
2026 — conf
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark.
EACL (Volume 1: Long Papers)
Róbert Belanec, Branislav Pecher, Ivan Srba, Mária Bieliková
2026 — conf
PEFT-Factory: Unified Parameter-Efficient Fine-Tuning of Autoregressive Large Language Models.
EACL (System Demonstrations)
Róbert Belanec, Ivan Srba, Mária Bieliková
2026 J jnl
Revisiting Prompt Sensitivity in Large Language Models for Text Classification: The Role of Prompt Underspecification.
CoRR
Branislav Pecher, Michal Spiegel, Róbert Belanec, Ján Cegin
2025 J jnl
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark.
CoRR
Róbert Belanec, Branislav Pecher, Ivan Srba, Mária Bieliková
2025 J jnl
PEFT-Factory: Unified Parameter-Efficient Fine-Tuning of Autoregressive Large Language Models.
CoRR
Róbert Belanec, Ivan Srba, Mária Bieliková
2025 — conf
Task Prompt Vectors: Effective Initialization Through Multi-task Soft Prompt Transfer.
ECML/PKDD (8)
Róbert Belanec, Simon Ostermann, Ivan Srba, Mária Bieliková
2024 — conf
Fighting Randomness with Randomness: Mitigating Optimisation Instability of Fine-Tuning using Delayed Ensemble and Noisy Interpolation.
EMNLP (Findings)
Branislav Pecher, Ján Cegin, Róbert Belanec, Jakub Simko, Ivan Srba, Mária Bieliková
2024 J jnl
Fighting Randomness with Randomness: Mitigating Optimisation Instability of Fine-Tuning using Delayed Ensemble and Noisy Interpolation.
CoRR
Branislav Pecher, Ján Cegin, Róbert Belanec, Jakub Simko, Ivan Srba, Mária Bieliková
2024 J jnl
Task Prompt Vectors: Effective Initialization through Multi-Task Soft-Prompt Transfer.
CoRR
Róbert Belanec, Simon Ostermann, Ivan Srba, Mária Bieliková
2023 J jnl
Controlling the Output of a Generative Model by Latent Feature Vector Shifting.
CoRR
Róbert Belanec, Peter Lacko, Kristína Malinovská