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Multi-Hop Question Answering on MuSiQue (test) (Pass@3)

31.1Pass@3PivoARL
17.99621.39824.828.202Jul 4, 2026

Evaluation results

MethodLinks
PivoARLBase Model=Qwen3-4B, Search-augmented=true, Domain=Out-of-domain2026.0731.1
MetaRLBase Model=Qwen3-4B, Search-augmented=true, Domain=Out-of-domain2026.0724.4
ZeroSearchBase Model=Qwen3-4B, Search-augmented=true, Domain=Out-of-domain2026.0723.1
Search-R1Base Model=Qwen3-4B, Search-augmented=true, Domain=Out-of-domain2026.0722.9
StepSearchBase Model=Qwen3-4B, Search-augmented=true, Domain=Out-of-domain2026.0722.4
GRPOBase Model=Qwen3-4B, Search-augmented=true, Domain=Out-of-domain2026.0720.7
GiGPOBase Model=Qwen3-4B, Search-augmented=true, Domain=Out-of-domain2026.0720
GSPOBase Model=Qwen3-4B, Search-augmented=true, Domain=Out-of-domain2026.0718.5