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Aspect Category Opinion Sentiment Quad Prediction on Lap-ACOS (test)

44.6F1 ScoreACOS-Contra
-0.140811.474623.0934.7054Oct 24, 2023Mar 9, 2024Jul 24, 2024Dec 8, 2024Apr 24, 2025Sep 8, 2025Jan 23, 2026

Evaluation results

MethodLinks
ACOS-Contra2023.1044.6——
ACOS-Base2023.1043.1——
PARAPHRASE2023.1042.9——
ChatGPT2023.1023.7——
Adjudication (Adj)Model Scale=Med2026.0118.9918.3119.72
Adjudication (Adj)Model Scale=Mini2026.0116.4316.7116.17
Annotator A1Model Scale=Med2026.0115.7515.7715.74
Annotator A1Model Scale=Mini2026.0113.0713.1812.97
Annotator A2Model Scale=Mini2026.0112.1211.6512.63
Adjudication (Adj)Model Scale=Small2026.0111.0110.9411.07
Annotator A2Model Scale=Med2026.019.789.639.94
Annotator A1Model Scale=Small2026.019.699.789.6
Annotator A2Model Scale=Small2026.017.667.627.69
Annotator A3Model Scale=Med2026.017.667.627.69
Annotator A3Model Scale=Small2026.016.76.926.49
Annotator A3Model Scale=Mini2026.011.581.361.9