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Xian-Hua Peng

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Open access Sep 2026

Parameter-Efficient Adaptation of Modern Pretrained Encoders for Low-Resource Entity-Level Financial Sentiment Classification

Financial news may express different sentiments towards the entities it mentions, while labelled examples for entity-level classification are often limited. This study compares the adaptation of three pretrained encoders to this task on FinEntity: FinBERT, a model based on Bidirectional Encoder Representations from Tra...

Xian-Hua Peng · 0 citations

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