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Multi-hop tool-use evaluation on Multi-hop 450 tasks (test)

89AccuracyPROBE&PREFILL
18.48836.79455.173.406May 10, 2026

Evaluation results

MethodLinks
PROBE&PREFILLModel=Qwen3-32B, N=4502026.058972755
DefaultModel=Qwen3-32B, N=4502026.0588.91,634—
Best BaselineModel=Qwen3-32B, N=4502026.0588.61,30620
DefaultModel=Qwen3-14B, N=4502026.0587.51,503—
PROBE&PREFILLModel=Qwen3-14B, N=4502026.0586.299634
Best BaselineModel=Qwen3-14B, N=4502026.0585.778947
PROBE&PREFILLModel=Qwen3-4B, N=4502026.0585.343775
Best BaselineModel=Qwen3-4B, N=4502026.0583.963663
DefaultModel=Qwen3-4B, N=4502026.0582.11,719—
PROBE&PREFILLModel=Llama-3.3-70B, N=4502026.0580.31,78982
Best BaselineModel=Llama-3.3-70B, N=4502026.0567.634765
DefaultModel=Llama-3.3-70B, N=4502026.0562.4985—
Best BaselineModel=Qwen3-1.7B, N=4502026.0560.617585
PROBE&PREFILLModel=Llama-3.1-8B, N=4502026.0560.21,36135
PROBE&PREFILLModel=Qwen3-1.7B, N=4502026.0559.28593
Best BaselineModel=Llama-3.1-8B, N=4502026.0541.359541
DefaultModel=Llama-3.1-8B, N=4502026.0540.21,005—
DefaultModel=Qwen3-1.7B, N=4502026.0521.21,180—