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What is Enhancing Promise Verification with Data Augmentation about?

The study explores the Promise Verification task, focusing on classifying corporate commitments and supporting evidence related to ESG evaluations. Various machine learning approaches, including GPT-4o and SVM with data augmentation techniques, were compared, revealing that six-shot GPT-4o performed best, while SVM provided a cost-effective alternative. The findings highlight the effectiveness of data augmentation in improving model performance, despite challenges in clarity evaluation.

Author

tolinh.tran91

Language

EN