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Proactive Intent Prediction on Shopee

96.43GAUCRGAlign-Rec(Full)
96.305296.337696.3796.4024Feb 13, 2026

Evaluation results

MethodLinks
RGAlign-Rec(Full)Stage1(QE)=Tuned, Stage2(RGA)=SFT&CL, Stage3=Yes2026.0296.4368.1177.2171.0975.1458.81
QE-RecStage1(QE)=Raw LLM, Stage2(RGA)=-, Stage3=No2026.0296.4267.9977.0971.0475.0758.79
RGAlign-RecStage1(QE)=Tuned, Stage2(RGA)=SFT&CL, Stage3=No2026.0296.4268.0777.1371.0775.1158.84
RGAlign-RecStage1(QE)=Tuned, Stage2(RGA)=SFT&DPO, Stage3=Yes2026.0296.4268.0677.1371.0975.1458.82
BaselineStage1(QE)=-, Stage2(RGA)=-, Stage3=No2026.0296.3167.7376.8170.8474.9658.52