Query Performance Prediction on TREC DL'19 and DL'20 (2-fold train-test) benchmark leaderboard · SOTA2 Research

Query Performance Prediction on TREC DL'19 and DL'20 (2-fold train-test)

40.33AP-τQV-R^2-SBERT

Evaluation Results

Method	Links
QV-R^2-SBERT2026.04		40.33	25.73
QV-R^2-SBERT2026.04		40.26	25.4
QV-R^2-BM252026.04		36.94	22.98
QV-R^2-BM252026.04		35.97	23.25
QV-R^1-BM252026.04		35.2	19.18
QV-R^1-SBERT2026.04		34.81	20.44
QV-R^1-BM252026.04		34.38	19.63
QV-R^1-SBERT2026.04		33.61	20
QV-RLM2026.04		33.08	18.48
QV-RLM2026.04		32.47	19.4
QV-W2V2026.04		26.85	20.41
QV-W2V2026.04		26.74	19.69
BERTQPP-QV2026.04		24.32	17.28
BERTQPP2026.04		22.77	17.46
UEF2026.04		16.79	3.41
NQC2026.04		16.73	2.74
BERTQPP2026.04		0.3194	0.2225
QV-R^1-BM252026.04		0.3094	0.1278
QV-R^1-BM252026.04		0.3088	0.1184
QV-R^2-BM252026.04		0.3085	0.123
QV-R^1-BM252026.04		0.3013	0.1261
QV-R^2-BM252026.04		0.2964	0.1235
QV-R^2-SBERT2026.04		0.2941	0.1246
BERTQPP-QV2026.04		0.29	0.1427
BERTQPP-QV2026.04		0.2894	0.0707
QV-R^1-SBERT2026.04		0.2867	0.0927
QV-R^1-BM252026.04		0.2822	0.1265
QV-R^2-BM252026.04		0.2782	0.1179
QV-R^2-SBERT2026.04		0.2726	0.1228
QV-R^2-BM252026.04		0.2713	0.1184
BERTQPP2026.04		0.2656	0.0693
QV-R^2-SBERT2026.04		0.2653	0.0818
QV-R^1-SBERT2026.04		0.2651	0.1075
QV-R^1-SBERT2026.04		0.2619	0.091
NQC2026.04		0.2537	0.096
QV-R^2-SBERT2026.04		0.2451	0.0795
QV-R^1-SBERT2026.04		0.2405	0.0833
UEF2026.04		0.2328	0.0893
QV-W2V2026.04		0.2117	0.0498
QV-RLM2026.04		0.2089	0.0254
QV-W2V2026.04		0.206	0.0843
QV-RLM2026.04		0.2039	0.0565
QV-W2V2026.04		0.2034	0.0424
QV-RLM2026.04		0.1999	0.0201
QV-RLM2026.04		0.1817	0.0512
NQC2026.04		0.1196	0.0102
UEF2026.04		0.1155	0.0006
QV-W2V2026.04		0.1134	0.0815