Multilabel Classification of Persuasion Techniques with self-improving LLM agent: SlavicNLP 2025 Shared Task
We present a system for the SlavicNLP 2025 Shared Task on multilabel classification of 25 persuasion techniques across Slavic languages.We investigate the effectiveness of in-context learning with one-shot classification, automatic prompt refinement, and supervised fine-tuning using self-generated annotations.Our findings highlight the potential of LLM-based system to generalize across languages and label sets with minimal supervision.
Authors
- Krzysztof Węcel (ORCID: https://orcid.org/0000-0001-5641-3160)
- Marcin Sawiński
- Ewelina Księżniak (ORCID: https://orcid.org/0000-0003-1953-8014)
Publication Details
- Published
- 2025-01-01
- DOI
- https://doi.org/10.18653/v1/2025.bsnlp-1.26
- Primary Topic
- Advanced Text Analysis Techniques
- Type
- article
- Field-Weighted Citation Impact
- 0.00