Search algorithms
GPT 5.6-Luna Optimizer · Qwen3-4B Enterprise Tool Fix
Search algorithms
30%
40%
50%
60%
70%
80%
90%
100%
Hint validation (mean per task)
0
5
10
15
20
Teacher re-rollouts per task
No search
Direct iteration
Self-verification
Confidence search
No search
Direct iteration
Fix-only
Self-verification
Beam search
Confidence search