Target gain vs IFBench
Qwen3-4B · Enterprise Tool Fix
Target gain vs IFBench
10%
15%
20%
25%
30%
35%
40%
45%
Enterprise held-out pass@1
20%
22%
24%
26%
28%
30%
32%
IFBench prompt accuracy
Untrained
Fresh re-rollout hints
Human optimized hints
Fully natural response
Untrained 26.7%