Vulnerability-Inducing Commit Identification on V-SZZ-j
73PrecisionLLM4SZZ
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LLM4SZZApproach=LLM4SZZ2026.04 | 73 | 23 | 35 | |
| MAS-SZZApproach=MAS-SZZ, Backbone=Gemini-3.1-pro2026.04 | 67 | 51 | 58 | |
| L-SZZApproach=L-SZZ2026.04 | 58 | 32 | 41 | |
| R-SZZApproach=R-SZZ2026.04 | 54 | 31 | 39 | |
| B-SZZApproach=B-SZZ2026.04 | 52 | 63 | 57 | |
| AG-SZZApproach=AG-SZZ2026.04 | 52 | 48 | 50 | |
| MA-SZZApproach=MA-SZZ2026.04 | 48 | 48 | 48 | |
| w/o ABApproach=MAS-SZZ variant, Backbone=Gemini-3.1-pro, Ablation=without Agentic Backtracking2026.04 | 44 | 51 | 48 | |
| w/o ASApproach=MAS-SZZ variant, Backbone=Gemini-3.1-pro, Ablation=without Anchor Selection2026.04 | 42 | 48 | 45 | |
| V-SZZApproach=V-SZZ2026.04 | 41 | 83 | 55 |