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Retrieval on POPQA Frequent (R@10, R@20)

89.9R@10NV-Embed
52.35662.10371.8581.597Feb 19, 2026

Evaluation results

MethodLinks
NV-Embed2026.0289.990.6
Gemma2026.0288.790.2
RPDR-Randomdata_selection=randomly sampled from augmented long-tail distribution2026.0282.787.3
BGE2026.0282.487.9
RPDRdata_selection=round-trip prediction-based2026.0281.387.1
ContrieverBackbone=BERT2026.028085.8
BM 252026.0253.861.1