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Robert Belanec

4 papers · 2024–2026 · 2 venues · across top CS/AI venues

Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.

Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze

Venues

EACL (3) EMNLP (1)

Top co-authors

Maria Bielikova (4) Ivan Srba (4) Branislav Pecher (3) Jan Cegin (2) Jakub Simko (2)

Research topics

Machine Learning (3) Natural Language Processing (3) Resources & Methods (3) Application Areas (2) Artificial Intelligence (1) Deep Learning (1) Core AI (1) Learning Types · Machine Learning (1) Learning Types · Deep Learning (1) Optimization & Theory (1)

Keywords

large language model (3) parameter-efficient fine-tuning (3) text classification (1) knowledge distillation (1) low-resource language (1) synthetic data (1) noise regularization (1) pre-trained language model (1) model interpolation (1) multilingual classification (1) noisy interpolation (1) fine-tuning instability (1) model instability (1) model compression (1) delayed ensemble (1) ensemble learning (1)

Papers

Better as Generators Than Classifiers: Leveraging LLMs and Synthetic Data for Low-Resource Multilingual Classification EACL 2026 PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark EACL 2026 PEFT-Factory: Unified Parameter-Efficient Fine-Tuning of Autoregressive Large Language Models EACL 2026 Fighting Randomness with Randomness: Mitigating Optimisation Instability of Fine-Tuning using Delayed Ensemble and Noisy Interpolation EMNLP 2024