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Review Ranking on Amazon Reviews 2023 (test)

0.713N@1 (All_Beauty)RLPO
0.25020.370350.49050.61065Jan 12, 2026

Evaluation results

MethodLinks
RLPOListwise Length (L)=10, Type=Hybrid2026.010.7130.8150.9230.8060.8940.9530.7030.8030.9130.7810.8490.9370.931
RLPOListwise Length (L)=30, Type=Hybrid2026.010.7020.7760.8770.7090.8050.8910.6450.7080.8270.6330.7480.8290.856
SFTListwise Length (L)=10, Type=Pointwise2026.010.6720.790.9160.7780.8750.9460.70.8170.9270.7480.8320.8840.918
RLPOListwise Length (L)=20, Type=Hybrid2026.010.6610.7510.8520.7610.8470.9190.6970.7780.8810.6750.7680.8590.878
LIPOListwise Length (L)=10, Type=Listwise2026.010.630.7430.890.6680.770.9030.6580.7780.9130.7180.7860.9110.904
SFTListwise Length (L)=20, Type=Pointwise2026.010.610.7080.8520.7360.8130.9020.6560.7610.8650.6680.8010.8540.868
RLPOListwise Length (L)=50, Type=Hybrid2026.010.5730.6170.7910.6440.7760.860.6150.7130.7990.7360.7260.8110.809
SFTListwise Length (L)=30, Type=Pointwise2026.010.5720.7130.8150.640.7780.870.6330.7230.8280.6290.7390.8290.845
SFTListwise Length (L)=50, Type=Pointwise2026.010.5260.630.7740.5810.7570.8370.6190.730.8050.6770.7090.7870.801
BM25Listwise Length (L)=10, Type=Pointwise2026.010.5090.6490.8510.5230.670.860.5230.670.860.5040.630.8420.853
DPOListwise Length (L)=10, Type=Pairwise2026.010.4670.6110.8240.5270.6470.8720.490.6230.8520.5190.6540.8610.853
BM25Listwise Length (L)=20, Type=Pointwise2026.010.40.5180.690.4010.5290.7210.40.5310.720.3810.4910.680.703
DPOListwise Length (L)=20, Type=Pairwise2026.010.3640.4570.6380.4030.4370.6430.4120.4420.5080.4220.4790.6380.607
BM25Listwise Length (L)=30, Type=Pointwise2026.010.3620.4520.5130.3450.4570.6370.3450.4570.6370.3060.4080.590.594
LIPOListwise Length (L)=20, Type=Listwise2026.010.3380.4570.6460.3720.5130.7160.3980.4310.510.3930.5370.720.627
DPOListwise Length (L)=30, Type=Pairwise2026.010.3240.3880.5760.3490.420.5970.3520.3890.5720.3720.4020.6060.588
LIPOListwise Length (L)=30, Type=Listwise2026.010.2970.3930.5610.3480.420.6470.3010.3930.5730.3110.4030.5820.612
BM25Listwise Length (L)=50, Type=Pointwise2026.010.2850.3650.510.2790.3770.5360.280.3770.5350.2580.3390.490.517
DPOListwise Length (L)=50, Type=Pairwise2026.010.2680.3110.4760.3110.3520.5080.3350.4090.5590.3420.3770.5290.518