Work

Multilabel Classification of Persuasion Techniques with self-improving LLM agent: SlavicNLP 2025 Shared Task

Year: 2025

Type: conference-paper

Abstract: 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.

DOI: 10.18653/v1/2025.bsnlp-1.26

Authors: Marcin Sawinski, Krzysztof Wecel, Ewelina Ksiezniak

Institution: Poznań University of Economics and Business

Language: English

Topic: Topic Modeling

Subfield: Artificial Intelligence

Field: Computer Science

Domain: Physical Sciences

Open Access status: gold

OpenAlex ID: W4412888994

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