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Recommendation on Amazon Home (20% evaluation)

0.0074HR@50Cluster GOOBS
0.0049040.0055520.00620.006848Jul 1, 2026

Evaluation results

MethodLinks
Cluster GOOBSSampling Strategy=Cluster GOOBS, Backbone=Two-tower model2026.070.00740.0118
GOOBSSampling Strategy=GOOBS, Backbone=Two-tower model2026.070.00670.0102
ANCESampling Strategy=ANCE, Backbone=Two-tower model2026.070.00650.0099
CBNSSampling Strategy=CBNS, Backbone=Two-tower model2026.070.00610.0094
DNSSampling Strategy=DNS, Backbone=Two-tower model2026.070.00540.0088
Baseline (In-batch)Sampling Strategy=in-batch negative sampling w/ LogQ correction, Backbone=Two-tower model2026.070.0050.0082