Ivan Srba
Ivan Srba has 4 papers in our library, in 2025–2026, most of them on Language models & pretraining, Multilingual & cross-lingual NLP, Low-resource languages; often with Branislav Pecher, Maria Bielikova, Dominik Macko.
OpenAlex · ORCID · h-index 16 · 110 works · 984 citations OpenAlex, 2026-10-14
📄 4 works in our library · 🔗 Cited 73 times in our library · 2 more in our library without a page yet · ⭐ Paper Stars ranking: #7371
Affiliations
Fields, topics and concepts
📚 Shelves 4The field of science this work belongs to (OpenAlex fields).Artificial Intelligence · 4 worksArts and Humanities · 4 worksComputer Science · 4 worksLanguage and Linguistics · 4 works
🧭 Topics 4Research subjects and languages the work is about.Language models & pretraining · 2 worksMultilingual & cross-lingual NLP · 2 worksEvaluation & benchmarks · 1 workLow-resource languages · 1 work
Works by year
2020s
Papers
- MultiSocial: Multilingual Benchmark of Machine-Generated Text Detection of Social-Media Texts (2025 · 28 citations)
Most research on detecting machine-generated text (MGT) targets English and long, polished genres such as news or essays. - Comparing Specialised Small and General Large Language Models on Text Classification: 100 Labelled Samples to Achieve Break-Even Performance (2025 · 24 citations)
The paper asks how much labelled data a small, task-specialised language model needs before it beats a large general-purpose model used without parameter updates. - Automatic Combination of Sample Selection Strategies for Few-Shot Learning (2026 · 15 citations)
Picking which labelled examples to use strongly affects few-shot performance. Methods for large language models tend to rely on selectors built for specific in-context learning setups and overlook classic strategies from supervised learning, such as active learning and core-set methods. The authors propose ACSESS… - Better as Generators Than Classifiers: Leveraging LLMs and Synthetic Data for Low-Resource Multilingual Classification (2026 · 1 citation)
The paper asks whether a large multilingual LLM is more useful for low-resource classification as a classifier or as a source of training data for smaller models.
All works
- MultiSocial: Multilingual Benchmark of Machine-Generated Text Detection of Social-Media TextsAnnual Meeting of the Association for Computational Linguistics (ACL)Dominik Macko, Jakub Kopál, Robert Moro, et al.2025 · 28 citations
- Comparing Specialised Small and General Large Language Models on Text Classification: 100 Labelled Samples to Achieve Break-Even PerformanceConference on Empirical Methods in Natural Language Processing (EMNLP)Branislav Pecher, Ivan Srba, Maria Bielikova2025 · 24 citations
- Authorship Obfuscation in Multilingual Machine-Generated Text Detection ↗Findings of the Association for Computational Linguistics: EMNLP 2024 · no summary yetDominik Macko et al.2024 · 24 citations
- A Ship of Theseus: Curious Cases of Paraphrasing in LLM-Generated Texts ↗Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) · no summary yetNafis Irtiza Tripto et al.2024 · 24 citations
- Automatic Combination of Sample Selection Strategies for Few-Shot LearningFindings of the Association for Computational LinguisticsBranislav Pecher, Ivan Srba, Maria Bielikova, et al.2026 · 15 citations
- Better as Generators Than Classifiers: Leveraging LLMs and Synthetic Data for Low-Resource Multilingual ClassificationFindings of the Association for Computational LinguisticsBranislav Pecher, Jan Cegin, Robert Belanec, et al.2026 · 1 citation
Co-authors here
Venues
- Annual Meeting of the Association for Computational Linguistics (ACL) ×2: ACL 2025
- Findings of the Association for Computational Linguistics ×2: Findings of the Association for Computational Linguistics 2026 ×2
- Conference on Empirical Methods in Natural Language Processing (EMNLP): EMNLP 2025
- Findings of the Association for Computational Linguistics: EMNLP 2024
Cited by
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