Vulnerability-Inducing Commit Identification on Java-SZZ
38PrecisionLLM4SZZ
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LLM4SZZApproach=LLM4SZZ2026.04 | 38 | 16 | 23 | |
| MAS-SZZApproach=MAS-SZZ, Backbone=Gemini-3.1-pro2026.04 | 33 | 45 | 38 | |
| w/o ASApproach=MAS-SZZ variant, Backbone=Gemini-3.1-pro, Ablation=without Anchor Selection2026.04 | 32 | 42 | 36 | |
| w/o ABApproach=MAS-SZZ variant, Backbone=Gemini-3.1-pro, Ablation=without Agentic Backtracking2026.04 | 30 | 41 | 35 | |
| L-SZZApproach=L-SZZ2026.04 | 18 | 14 | 16 | |
| R-SZZApproach=R-SZZ2026.04 | 15 | 12 | 13 | |
| V-SZZApproach=V-SZZ2026.04 | 14 | 30 | 19 | |
| B-SZZApproach=B-SZZ2026.04 | 7 | 44 | 13 | |
| AG-SZZApproach=AG-SZZ2026.04 | 6 | 30 | 10 | |
| MA-SZZApproach=MA-SZZ2026.04 | 6 | 30 | 10 |