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Benchmarks
Multi-hop QA on NQ (test)
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50.1
EM
ParetoPO
21.5
28.925
36.35
43.775
Jun 15, 2026
EM
Tool Usage
Updated 1mo ago
Evaluation Results
Method
Method
Links
EM
Tool Usage
ParetoPO
Tool Use=Yes, Base Mod...
2026.06
50.1
0.9
ParetoPO
Tool Use=Yes, Base Mod...
2026.06
48
0.9
OTC-GRPO
Tool Use=Yes, Base Mod...
2026.06
44.4
1
OTC-GRPO
Tool Use=Yes, Base Mod...
2026.06
44.4
1
MO-GRPO
Tool Use=Yes, Base Mod...
2026.06
41.5
1.4
MO-GRPO
Tool Use=Yes, Base Mod...
2026.06
41.2
1.8
Search-R1
Tool Use=Yes, Base Mod...
2026.06
40.4
1.4
Search-R1
Tool Use=Yes, Base Mod...
2026.06
39.9
1.7
RAG
Tool Use=Yes, Base Mod...
2026.06
34.9
1
RAG
Tool Use=Yes, Base Mod...
2026.06
34.8
1
SFT
Tool Use=No, Base Mode...
2026.06
31.8
-
R1-Base
Tool Use=No, Base Mode...
2026.06
27
-
SFT
Tool Use=No, Base Mode...
2026.06
24.9
-
R1-Base
Tool Use=No, Base Mode...
2026.06
22.6
-
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