Multi-aspect sentiment classification on USA-based Amazon customer reviews with DeBERTa-v3 encoders and aspect attention
The results show that the proposed framework provides complementary insights: structured models support overall satisfaction prediction, while the DeBERTa-v3-based aspect model provides more detailed attribution of customer experience across product, delivery, and usability dimensions.