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Quantifying Cross-Lingual Sentiment Prediction Difference in Bilingual Pop-Culture Reviews via Dual Monolingual Transformers and Jensen-Shannon Divergence
Machine translation has been widely used to support cross-lingual sentiment analysis when labeled data in the target language are limited. However, differences in linguistic representation between the source text and its translation may affect the probabilistic outputs of sentiment classification models. This study inv...
Comparative Analysis of Image Augmentation and Class Weighting on ResNet50-CBAM for Pneumonia Detection from Chest X-Ray Images
It is demonstrated that integrating image augmentation and class weighting within the ResNet50-CBAM framework effectively mitigates class imbalance and improves the reliability of automated pneumonia classification.