ResearchBenchmarksFailure Prediction on SWE-agent (Within corpus)Follow0.713ROC-AUCSrc-aware0.623560.646780.670.69322Jun 22, 2026Evaluation ResultsMethodMethodLinksROC-AUCSrc-aware2026.060.713R-GCN2026.060.641HGT2026.060.628GIN2026.060.627