Fragment Retrieval on MLDR (val)
84.02PrecisionF2RVLM-Qwen2-VL-7B
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| F2RVLM-Qwen2-VL-7Bfine-tuned=true2026.06 | 84.02 | 90.67 | 87.25 | 80.6 | |
| F2RVLM-Qwen2.5-VL-7Bfine-tuned=true2026.06 | 83.24 | 91.6 | 87.24 | 80.55 | |
| Qwen2-VL-7Bfine-tuned=true2026.06 | 83.15 | 90.72 | 86.81 | 79.92 | |
| F2RVLM-Qwen2.5-VL-3Bfine-tuned=true2026.06 | 82.74 | 91.65 | 87 | 80.19 | |
| MiMo-7B-SFTfine-tuned=true2026.06 | 81.61 | 93.25 | 87.08 | 80.35 | |
| Qwen2.5-VL-7Bfine-tuned=true2026.06 | 81.52 | 91.42 | 86.23 | 79 | |
| MiMo-7B-RLfine-tuned=true2026.06 | 80.9 | 93.46 | 86.71 | 79.78 | |
| InternVL3-8Bsliding-window=true, fine-tuned=true2026.06 | 80.67 | 92.98 | 86.43 | 79.35 | |
| Qwen2.5-VL-3Bfine-tuned=true2026.06 | 80.35 | 91.41 | 85.57 | 77.98 | |
| F2RVLM-Qwen2-VL-2Bfine-tuned=true2026.06 | 79.64 | 89.55 | 84.35 | 76.07 | |
| DeepSeek-VL2-Small-16Bfine-tuned=true2026.06 | 77.52 | 91.13 | 83.82 | 75.23 | |
| Ovis2-2Bsliding-window=true, fine-tuned=true2026.06 | 76.97 | 42.48 | 54.82 | 43.98 | |
| InternVL3-2Bsliding-window=true, fine-tuned=true2026.06 | 75.73 | 91.86 | 83.07 | 74.11 | |
| Qwen2-VL-2Bfine-tuned=true2026.06 | 74.97 | 92.99 | 83.07 | 74.18 | |
| mPLUG-Owl3-2Bfine-tuned=true2026.06 | 74.86 | 83.18 | 78.88 | 67.59 | |
| Doubao-Seed-1.6zero-shot=true2026.06 | 73.83 | 42.19 | 54.67 | 42.57 | |
| GPT-4ozero-shot=true2026.06 | 70.43 | 52.49 | 60.32 | 45.91 | |
| Gemini-2.5-Flashzero-shot=true2026.06 | 70.18 | 69.3 | 69.87 | 54.66 | |
| LLaVA-1.5-7B-hfsliding-window=true, fine-tuned=true2026.06 | 68.15 | 92.06 | 78.43 | 66.95 | |
| MiMo-7B-RLzero-shot=true2026.06 | 67.68 | 55.19 | 61.3 | 45.52 | |
| Claude-Sonnet-4zero-shot=true2026.06 | 67.21 | 58.09 | 62.8 | 46.57 | |
| InternVL3-1Bsliding-window=true, fine-tuned=true2026.06 | 67.1 | 89.89 | 77 | 64.64 | |
| DeepSeek-VL2-Tinyfine-tuned=true2026.06 | 62.97 | 84.25 | 72.23 | 56.59 | |
| GME-Embeddingzero-shot=true2026.06 | 62.27 | 23.75 | 35.52 | 24.17 | |
| Qwen2.5-VL-72Bzero-shot=true2026.06 | 61.11 | 67.14 | 64.09 | 44.61 | |
| E5-V-Embeddingzero-shot=true2026.06 | 53.85 | 48.83 | 51.82 | 28.92 | |
| CLIP-Embeddingzero-shot=true2026.06 | 48.74 | 30.8 | 42.73 | 21.14 | |
| BLIP2-Embeddingzero-shot=true2026.06 | 31.88 | 2.96 | 23.47 | 0 | |
| Qwen2.5-VL-7Bzero-shot=true2026.06 | 21.2 | 4.27 | 7.84 | 0 |