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Benchmarks
Fairness-aware Learning to Rank on MQ2008 Periodic (offline)
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100
cN@1
TopK
33.96
51.105
68.25
85.395
Feb 3, 2026
cN@1
cN@3
cN@5
Unfavorable Outcomes
Updated 4d ago
Evaluation Results
Method
Method
Links
cN@1
cN@3
cN@5
Unfavorable Outcomes
TopK
Setting=offline
2026.02
100
100
100
7.215
MCFair
Setting=offline
2026.02
94.7
93
92.8
0.686
DIDRF-W/O-h
Setting=offline
2026.02
94.7
93
93
0.675
DIDRF
Setting=offline
2026.02
94.7
93.2
93.1
0.665
FARA
Setting=offline
2026.02
94.3
89.2
85.9
0.832
FairCo
Setting=offline
2026.02
90
90.9
92.3
0.742
FairK
Setting=offline
2026.02
61.8
64.4
69.2
0.723
MMF
Setting=offline
2026.02
59.1
73.1
78.6
1.859
RandomK
Setting=offline
2026.02
36.5
45.3
53
8.227
PLFair
Setting=offline
2026.02
36.5
44.9
52.6
8.868
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