Grouped vs individual hint optimization
Qwen3-4B · Enterprise Tool Fix Dataset
Grouped vs individual hint optimization
0%
20%
40%
60%
80%
100%
Hint-free pass@1
Per-case optimized hints
Hinter optimization (minimal
change)
Hinter optimization
71.7%
56.9%
55.6%
Base 47.4%