November 9, 2025Open Access

Data-Efficient Adaptation and a Novel Evaluation Method for Aspect-based Sentiment Analysis

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Support for low-resource domains enhances capability in aspect-based sentiment analysis.
Key evaluation method, Flexible Text Similarity Matching, improves the assessment of generative models.
Innovative adaptation using in-context learning boosts performance in educational review analysis.
Results imply implications for broader application in fields like healthcare and education.

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Analysis demonstrates enhanced opinion mining in low-resource areas, suggesting improved outcomes through innovative evaluation methods.

Hua et al. (2025) studied this question.

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