OOD Document Detection on BEIR (test) benchmark leaderboard · SOTA2 Research

OOD Document Detection on BEIR (test)

1ArguAnaIPQ

Evaluation Results

Method	Links
IPQ2025.06		1	0.7465	0.5502	0.8175	0.1911	1	0.8224	0.9972	0.156	1	0.7281
GenQuery2025.06		1	0.8687	0.7548	0.797	0.2142	0.9896	0.6213	1	0.1597	0.974	0.7379
Layerwise2025.06		1	0.7546	0.4701	0.7438	0.1904	0.9965	0.5553	0.9843	0.1596	0.9781	0.6833
Layerwise2025.06		1	0.8281	0.5666	0.7617	0.2148	0.9987	0.6614	0.9947	0.1498	0.9982	0.7174
IPQ2025.06		1	0.8459	0.6626	0.7527	0.1982	0.9983	0.6845	0.995	0.1481	0.9982	0.7284
GenQuery2025.06		1	0.842	0.768	0.7058	0.2133	0.9871	0.6595	0.9973	0.1616	0.9963	0.7331
Full Document Set2025.06		0.9968	0.7996	0.5967	0.8025	0.2139	0.9968	0.7348	0.9976	0.1653	0.7233	0.7031
Full Document Set2025.06		0.9968	0.7642	0.5556	0.7485	0.1803	0.9967	0.6149	0.9849	0.1581	0.9775	0.7
Full Document Set2025.06		0.9968	0.8037	0.6085	0.7576	0.2248	0.9957	0.7266	0.9952	0.1753	0.9925	0.7355
GradNormIR2025.06		0.9945	0.6919	0.2974	0.7447	0.1702	0.9968	0.555	0.9856	0.1585	0.9643	0.6559
Layerwise2025.06		0.9901	0.8614	0.4548	0.7973	0.2235	0.9978	0.6195	1	0.1534	0.9333	0.7031
GradNormIR2025.06		0.9901	0.6114	0.3149	0.7916	0.1836	0.9971	0.5697	1	0.1522	0.8919	0.6503
IPQ2025.06		0.9891	0.7596	0.4954	0.7461	0.1801	0.9983	0.5857	0.9845	0.1568	0.9724	0.6868
GenQuery2025.06		0.9891	0.8015	0.6933	0.7441	0.1854	0.9951	0.5805	0.9853	0.1579	0.9803	0.7113
Full Document Set2025.06		0.9679	0.724	0.5676	0.5983	0.1866	0.9883	0.5526	0.9825	0.0914	0.9614	0.6606
Layerwise2025.06		0.9383	0.6867	0.4914	0.5661	0.1785	0.991	0.5175	0.9836	0.0826	0.9534	0.6389
IPQ2025.06		0.9383	0.6911	0.4837	0.5772	0.1811	0.9917	0.5139	0.987	0.0825	0.9404	0.6387
GradNormIR2025.06		0.9375	0.7083	0.5124	0.7102	0.1922	0.996	0.6522	0.9872	0.1656	0.9656	0.6862
GradNormIR2025.06		0.9136	0.6392	0.4063	0.5612	0.1711	0.9875	0.5064	0.9778	0.0809	0.9017	0.6146
GenQuery2025.06		0.9012	0.7223	0.6587	0.5499	0.1853	0.9728	0.5117	0.9865	0.0745	0.9333	0.6496