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Benchmarks
Multi-hop Question Answering on 2WikiMultiHopQA (official evaluation)
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31.8
Exact Match (EM)
HRPO
10.272
15.861
21.45
27.039
Dec 1, 2025
Exact Match (EM)
Updated 4d ago
Evaluation Results
Method
Method
Links
Exact Match (EM)
HRPO
Backbone=Qwen2.5-3B-In...
2025.12
31.8
M3PO
Backbone=Qwen2.5-3B-In...
2025.12
31.4
GRPO
Backbone=Qwen2.5-3B-In...
2025.12
30.3
PPO
Backbone=Qwen2.5-3B-In...
2025.12
29.3
M3PO
Backbone=Qwen2.5-1.5B-...
2025.12
27.9
HRPO
Backbone=Qwen2.5-1.5B-...
2025.12
27.6
QA
Backbone=Qwen2.5-7B-In...
2025.12
25
SFT
Backbone=Qwen2.5-3B-In...
2025.12
24.8
PPO
Backbone=Qwen2.5-1.5B-...
2025.12
24.2
RAG
Backbone=Qwen2.5-7B-In...
2025.12
23.5
RAG
Backbone=Qwen2.5-3B-In...
2025.12
22.6
GRPO
Backbone=Qwen2.5-1.5B-...
2025.12
21.3
SFT
Backbone=Qwen2.5-1.5B-...
2025.12
21
RAG
Backbone=Qwen2.5-1.5B-...
2025.12
20.3
Search-o1
Backbone=Qwen2.5-7B-In...
2025.12
17.6
IRCoT
Backbone=Qwen2.5-7B-In...
2025.12
14.9
CoT
Backbone=Qwen2.5-7B-In...
2025.12
11.1
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