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Benchmarks
Multi-hop Question Answering on HotpotQA (official evaluation)
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33.2
EM Accuracy
M3PO
8.24
14.72
21.2
27.68
Dec 1, 2025
EM Accuracy
Updated 4d ago
Evaluation Results
Method
Method
Links
EM Accuracy
M3PO
Backbone=Qwen2.5-3B-In...
2025.12
33.2
HRPO
Backbone=Qwen2.5-3B-In...
2025.12
31.6
GRPO
Backbone=Qwen2.5-3B-In...
2025.12
30.8
PPO
Backbone=Qwen2.5-3B-In...
2025.12
30.4
RAG
Backbone=Qwen2.5-7B-In...
2025.12
29.9
M3PO
Backbone=Qwen2.5-1.5B-...
2025.12
28.7
HRPO
Backbone=Qwen2.5-1.5B-...
2025.12
27.3
PPO
Backbone=Qwen2.5-1.5B-...
2025.12
25.6
RAG
Backbone=Qwen2.5-3B-In...
2025.12
25.5
RAG
Backbone=Qwen2.5-1.5B-...
2025.12
22.8
GRPO
Backbone=Qwen2.5-1.5B-...
2025.12
20.2
Search-o1
Backbone=Qwen2.5-7B-In...
2025.12
18.7
SFT
Backbone=Qwen2.5-3B-In...
2025.12
18.6
QA
Backbone=Qwen2.5-7B-In...
2025.12
18.3
IRCoT
Backbone=Qwen2.5-7B-In...
2025.12
13.3
SFT
Backbone=Qwen2.5-1.5B-...
2025.12
12.9
CoT
Backbone=Qwen2.5-7B-In...
2025.12
9.2
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