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Vulnerability Detection on PreciseBugs

24.91Precision

SAGE

Updated 1mo ago

Evaluation Results

Method	Links
SAGE 2026.04		24.91	69.6	36.69	57.15	0.1178
SAGE 2026.04		23.49	67.7	34.88	54.79	0.105
SAGE 2026.04		22.9	73.06	34.87	54.12	0.0986
SAGE 2026.04		22.55	84.63	35.61	54.01	0.1104
Claude Opus 4.5 2026.04		20.99	36.18	26.57	51.68	0.0282
ConColl 2026.04		20.92	4.22	7.02	50.18	0.0073
SteerLLM 2026.04		20.82	44.8	28.43	50.53	0.0087
SteerLLM 2026.04		20.54	63.49	31.03	50.22	0.0036
LineVul 2026.04		20	1.06	2.01	50.02	0.0013
MSIVD 2026.04		20	0.44	0.86	50.01	0.0009
Mistral-7B 2026.04		19.58	63.76	29.96	50.2	0.0033
ReVD 2026.04		19.58	97.41	32.61	50.29	0.0144
ReVD 2026.04		19.57	97.6	32.6	50.25	0.0121
VulLLM 2026.04		19.52	99.82	32.66	50.11	0.0144
VulLLM 2026.04		19.52	98.15	32.57	50.1	0.0059
MSIVD 2026.04		19.49	98.89	32.56	50.02	0.0016
Llama-3.1-8B 2026.04		19.44	98.15	32.46	49.88	-0.0072
ReVD 2026.04		19.44	92.05	32.1	49.85	-0.0044
ConColl 2026.04		19.44	33.43	24.58	49.96	-0.0007
ConColl 2026.04		19.4	68.2	30.21	49.82	-0.003
MSIVD 2026.04		19.38	79.59	31.17	48.41	-0.0332
ReVD 2026.04		19.34	97.04	32.26	49.55	-0.0241
VulLLM 2026.04		19.33	95.56	32.16	49.53	-0.0199
MSIVD 2026.04		19.14	58.06	28.78	48.36	-0.0268
ConColl 2026.04		19.12	80.4	30.89	49.06	-0.0194
GPT-5.2-Codex 2026.04		19.11	46.38	27.07	49.54	-0.0072
Gemini 3 Pro 2026.04		18.87	60.48	28.76	48.9	-0.0179
Qwen2.5-Coder-7B 2026.04		18.71	57.84	28.27	48.52	-0.024
VulLLM 2026.04		18.43	78.19	29.83	47.22	-0.0583
CodeLlama-7B 2026.04		18.23	10.65	13.44	49.55	-0.0113
SteerLLM 2026.04		17.96	40.56	24.89	47.86	-0.0341
SteerLLM 2026.04		17.16	57.87	26.47	45.13	-0.0813
LineVul 2026.04		14.29	1.03	1.92	49.87	-0.0089
LineVul 2026.04		12.5	1.03	1.9	49.76	-0.0153
LineVul 2026.04		7.69	1.03	1.82	49.22	-0.0392