ResearchBenchmarksAspect-Based Sentiment Analysis on MAMSAspect-Based Sentiment Analysis on MAMSFollow85.59AccuracyAPARN83.291683.888384.48585.0817May 21, 2026Evaluation resultsMethodMethodLinksAccuracyF1 ScoreAPARNEncoder=BERTEncoder=BERT2026.0585.5985.06PConvEncoder=RoBERTaEncoder=RoBERTa2026.0585.5585.05DAGCNEncoder=BERTEncoder=BERT2026.0585.2584.87S2GSLEncoder=BERTEncoder=BERT2026.0585.1784.74GHIEncoder=DeBERTaEncoder=DeBERTa2026.0584.9684.42dotGCNEncoder=BERTEncoder=BERT2026.0584.9584.44R-GATEncoder=BERTEncoder=BERT2026.0584.5283.74TGCNEncoder=BERTEncoder=BERT2026.0583.3882.77