Vulnerability-Inducing Commit Identification on V-SZZ-c
95PrecisionV-SZZ
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| V-SZZApproach=V-SZZ2026.04 | 95 | 57 | 71 | |
| MAS-SZZApproach=MAS-SZZ, Backbone=Gemini-3.1-pro2026.04 | 73 | 75 | 74 | |
| LLM4SZZApproach=LLM4SZZ2026.04 | 72 | 40 | 51 | |
| L-SZZApproach=L-SZZ2026.04 | 70 | 46 | 56 | |
| R-SZZApproach=R-SZZ2026.04 | 70 | 46 | 56 | |
| B-SZZApproach=B-SZZ2026.04 | 67 | 69 | 68 | |
| w/o ASApproach=MAS-SZZ variant, Backbone=Gemini-3.1-pro, Ablation=without Anchor Selection2026.04 | 67 | 75 | 71 | |
| AG-SZZApproach=AG-SZZ2026.04 | 59 | 52 | 55 | |
| MA-SZZApproach=MA-SZZ2026.04 | 56 | 50 | 53 | |
| w/o ABApproach=MAS-SZZ variant, Backbone=Gemini-3.1-pro, Ablation=without Agentic Backtracking2026.04 | 47 | 49 | 48 |