Anomaly Detection Question Answering on MMAD VisA domain
88.2Discrimination ScoreGLLS
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GLLSBase Model=Qwen3-VL, Shot-setting=1-shot, Param=8B2026.07 | 88.2 | 84.7 | 83.5 | 80.2 | 87 | 84.7 | |
| GLLSBase Model=Qwen3-VL, Shot-setting=1-shot, Param=4B2026.07 | 87.4 | 81.7 | 73.8 | 75.6 | 81.6 | 80 | |
| GLLSBase Model=Qwen2.5-VL, Shot-setting=1-shot, Param=7B2026.07 | 82.9 | 81.6 | 68.4 | 76.2 | 80.7 | 78 | |
| Gemini-32026.07 | 76.4 | 86.6 | 80.1 | 86.3 | 81.9 | 82.3 | |
| GLLSBase Model=Qwen3-VL, Shot-setting=0-shot, Param=4B2026.07 | 75.4 | 78.2 | 71.5 | 78.7 | 78.5 | 76.5 | |
| Qwen3-VLParam=4B2026.07 | 75 | 78.5 | 55.4 | 74.6 | 72.4 | 71.2 | |
| GLLSBase Model=Qwen3-VL, Shot-setting=0-shot, Param=8B2026.07 | 74.3 | 80.9 | 65.2 | 75.5 | 79.8 | 75.1 | |
| InternVL-3.5Param=4B2026.07 | 73.8 | 83.7 | 49.4 | 71.6 | 68.8 | 69.5 | |
| GLLSBase Model=Qwen2.5-VL, Shot-setting=0-shot, Param=7B2026.07 | 72.6 | 75.7 | 62.2 | 71 | 71.6 | 70.6 | |
| GPT-5-mini2026.07 | 70.5 | 83.6 | 73.3 | 80.4 | 78.9 | 77.3 | |
| GPT-5-nano2026.07 | 70.1 | 78 | 55.2 | 72.5 | 68.8 | 68.9 | |
| Qwen3-VLParam=8B2026.07 | 69.1 | 81.8 | 61.4 | 77.5 | 81.2 | 74.2 | |
| MiniCPM-V4Param=4B2026.07 | 68.9 | 77.7 | 51 | 75.3 | 77.1 | 70 | |
| Gemini-2.52026.07 | 67.1 | 80.3 | 68.2 | 78.7 | 72.7 | 73.4 | |
| Qwen3-VL-ThinkingParam=8B2026.07 | 66.4 | 78.8 | 59.3 | 79.6 | 76.2 | 72.1 | |
| Qwen2.5-VLParam=7B2026.07 | 63.7 | 75.6 | 51.9 | 71.2 | 72.7 | 67 | |
| InternVL-3.5Param=8B2026.07 | 61.4 | 80.7 | 52.8 | 76.1 | 74.6 | 69.1 | |
| MiniCPM-V4.5Param=9B2026.07 | 61 | 81.9 | 61.1 | 79 | 70.1 | 70.6 | |
| Qwen2.5-VLParam=3B2026.07 | 50.5 | 72 | 49.1 | 74.2 | 60.8 | 61.3 |