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ResearchFormerly WizWand

Anomaly Location Detection on AnomLLM (test)

68.3Frequency Precision (P)ANOMSEER-7B

Evaluation results

Method	Links
ANOMSEER-7B2026.02		68.3	59.4	60.8	86.6	89	87.7	91.6	97.8	94.3	93.4	96.9	94.9	84.4
ANOMSEER-3B2026.02		63.7	58.4	58.9	84.2	85.9	84.9	83.3	89.2	85.6	86	90.3	87.8	79.3
TimeMaster-3B2026.02		57.3	50.3	51.4	76	77.3	76.6	77.8	83.5	80.1	77.7	82.1	79.6	71.9
Qwen2.5-VL-72B-Instruct2026.02		40.2	28.3	31.4	30.8	33.8	32.1	76.8	73.9	74.6	63.2	64.6	62.7	50.2
Gemini-2.5-Flash2026.02		21.4	16.6	17.9	34.6	36	35.2	76	78.9	76.7	76.4	74.9	74.9	51.2
Qwen2.5-VL-32B-Instruct2026.02		19.3	20.2	18.9	34.3	37.2	35.5	72	70.3	70.7	55.9	59.3	56.7	45.5
Qwen2.5-VL-3B-SFT3.2K2026.02		19	24.4	19.7	29.7	34.8	30.2	40.1	48.1	40.8	40.4	49.3	40.6	32.8
Qwen2.5-VL-7B-Instruct2026.02		18.5	16.4	16.8	52.7	53.8	53.1	48.6	45.4	46.4	61.9	58.6	59	43.8
Gemini-2.5-Pro2026.02		17.4	22	19.1	58.8	60	59	79.4	83.2	81.3	76.1	74.4	74.5	58.5
SigLLM (GPT-3.5)2026.02		16.9	14.9	15.8	20.3	20.5	19.6	67.8	67.5	67.7	34.4	38.6	36.2	34.8
Qwen2.5-VL-3B-SFT32K2026.02		12	14.3	12.4	57.6	57.5	57.4	40.4	52.1	41.3	44.3	58.3	46.3	39.4
GPT-4o2026.02		11.1	10.8	10.9	40.3	48.4	43.5	55	61.8	57	51.5	58.8	53.4	41.2
GPT-4o-mini2026.02		10.3	10.1	10.2	19.4	29.4	23.2	48	58.6	51.3	51.3	58.2	52.7	34.4
Qwen2.5-VL-3B-Instruct2026.02		7.1	9.3	7.9	17.4	22	19.1	29.7	31.3	29.7	34.3	40.6	36.2	23.2