FEW-SHOT LEARNING FOR AUTOMATED CONTENT ANALYSIS: EFFICIENT CODING OF ARGUMENTS AND CLAIMS IN THE DEBATE ON ARMS DELIVERIES TO UKRAINE

Few-shot learning for automated content analysis: Efficient coding of arguments and claims in the debate on arms deliveries to Ukraine

Pre-trained language models (PLM) based on transformer neural networks developed in the field of natural language processing (NLP) offer great opportunities to improve automatic content analysis in communication science, especially for the coding of complex semantic categories in large datasets via supervised machine learning.However, three charact

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Antecedents of work engagement of higher education professors in Brazil / Antecedentes do engajamento no trabalho dos docentes de ensino superior no Brasil

Purpose: This research aimed to identify and analyze the antecedents of work engagement through job demands and resources of the higher education professors in Brazil.Originality/value: First findings of engagement, job resources and demands regarding Brazilian professors sample.This dissertation contributes to the reflection of their situation and

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