Table 3.
Model | NDCG@20a | P@20b | Bprefc | MAPd | # rele |
bm25 | 0.6320 | 0.6440 | 0.5021 | 0.2707 | 6533 |
bow + rrf | 0.6475 | 0.6650 | 0.5174 | 0.2778 | 6695 |
mlm + rrf | 0.7716 | 0.7880 | 0.5680 | 0.3468 | 6963 |
bow + mlm + rrf | 0.7826 | 0.8050 | 0.5616 | 0.3719 | 7006 |
bow + mlm + lm | 0.7297 | 0.7460 | 0.5759 | 0.3068 | 6834 |
bow + mlm + lr | 0.7375 | 0.7450 | 0.5719 | 0.3439 | 6976 |
bow + mlm + lr + rrf | 0.7961 | 0.8260 | 0.5659 | 0.3789 | 6939 |
aNDCG@20: normalized discounted cumulative gain at 20 documents.
bP@20: precision at 20 documents.
cBpref: binary preference.
dMAP: mean average precision.
e# ref: total number of relevant documents retrieved by the model for the 50 queries.