Diagnostic Personalization on ITR
89.4RecallGemini-3.0-Pro
Evaluation results
| Method | Links | |
|---|---|---|
| Gemini-3.0-ProInference Protocol=Direct2026.02 | 89.4 | |
| Gemini-2.0-FlashInference Protocol=Direct2026.02 | 66.1 | |
| Qwen3-VL-8B + CoViP (Ours)Inference Protocol=w/ CAG2026.02 | 42.8 | |
| Qwen3-VL-8B + CoViP (Ours)Inference Protocol=Direct2026.02 | 28 | |
| Qwen3-VL-8B + RePICInference Protocol=w/ CAG2026.02 | 27.8 | |
| Qwen3-VL-8B + RePICInference Protocol=Direct2026.02 | 27.2 | |
| Gemini-3.0-ProInference Protocol=w/ CAG2026.02 | 19 | |
| GPT-5Inference Protocol=Direct2026.02 | 18.6 | |
| GPT-4oInference Protocol=w/ CAG2026.02 | 13.5 | |
| Gemini-2.0-FlashInference Protocol=w/ CAG2026.02 | 12.2 | |
| GPT-5Inference Protocol=w/ CAG2026.02 | 10.5 | |
| Qwen3-VL-8BInference Protocol=Direct2026.02 | 9.4 | |
| Qwen3-VL-30B-A3BInference Protocol=Direct2026.02 | 8.8 | |
| GPT-4oInference Protocol=Direct2026.02 | 8.4 | |
| Qwen3-VL-8BInference Protocol=w/ CAG2026.02 | 6.8 | |
| Qwen3-VL-30B-A3BInference Protocol=w/ CAG2026.02 | 0.4 | |
| Qwen3-VL-8B + RAPInference Protocol=w/ CAG2026.02 | 0.2 | |
| Qwen3-VL-8B + RAPInference Protocol=Direct2026.02 | 0 |