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Failure prediction on SWE-agent (Transfer held-out)
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0.69
ROC-AUC
Src-aware
0.53504
0.57527
0.6155
0.65573
Jun 22, 2026
ROC-AUC
95% CI (ROC-AUC)
P-Value (AUC > 0.5)
Updated 1mo ago
Evaluation Results
Method
Method
Links
ROC-AUC
95% CI (ROC-AUC)
P-Value (AUC > 0.5)
Src-aware
2026.06
0.69
-
-
flat plus dependency layer (f+d)
Features=f+d
2026.06
0.69
0.623
0.001
size-normalized dependency layer (dep)
Features=dep
2026.06
0.646
0.573
0.001
GIN
2026.06
0.633
-
-
HGT
2026.06
0.633
-
-
run size (flat)
Features=flat
2026.06
0.624
0.559
0.001
R-GCN
2026.06
0.541
-
-
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