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Benchmarks
Logical Retrieval on QUEST
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35
Success Rate (A AND B)
NSFL
17.112
21.756
26.4
31.044
Apr 12, 2026
Success Rate (A AND B)
R@20
R@100
Success Rate (A AND B AND C)
Success Rate (A AND NOT B)
Success Rate (A AND B AND NOT C)
Success Rate (A OR B)
Success Rate (A OR B OR C)
Updated 4d ago
Evaluation Results
Method
Method
Links
Success Rate (A AND B)
R@20
R@100
Success Rate (A AND B AND C)
Success Rate (A AND NOT B)
Success Rate (A AND B AND NOT C)
Success Rate (A OR B)
Success Rate (A OR B OR C)
NSFL
Encoder=LogiCoL-e5-v2,...
2026.04
35
-
-
41.5
42.3
28.4
55
49.1
Baseline
Encoder=LogiCoL-e5-v2,...
2026.04
33.8
-
-
40.6
39.7
23.7
50.4
42.3
NSFL
Encoder=LogiCoL-e5-v2,...
2026.04
18.5
-
-
20.6
20
12.2
33.8
28.3
Baseline
Encoder=LogiCoL-e5-v2,...
2026.04
17.8
-
-
19.8
17.2
8.9
29.8
22.5
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