Multimodal Code Generation on UniSVG-ISVGEN
72.2Low-L ScoreUniCoder
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| UniCoderConfiguration=Full Model2026.06 | 72.2 | 89.1 | 82.3 | |
| Gemini-3-ProModel Category=Closed-Source Models2026.06 | 71.5 | 84.8 | 80.4 | |
| GPT-5Model Category=Closed-Source Models2026.06 | 70.8 | 88.8 | 81.9 | |
| Claude-4.5-OpusModel Category=Closed-Source Models2026.06 | 69.5 | 85.5 | 81.2 | |
| UniCoderConfiguration=w/o Reference Injection2026.06 | 68.8 | 85.6 | 78.9 | |
| UniCoderConfiguration=w/o Attribute Reward2026.06 | 67.5 | 81.7 | 76.2 | |
| Qwen3-VL-8BModel Category=Open-Source Models2026.06 | 60 | 78.1 | 70.7 | |
| Qwen2.5-VL-7BModel Category=Open-Source Models2026.06 | 56.4 | 73.8 | 63.3 | |
| InternVL3.5-8BModel Category=Open-Source Models2026.06 | 54.1 | 76.9 | 67.8 | |
| Deepseek-VL-7BModel Category=Open-Source Models2026.06 | 47.2 | 73.5 | 63 | |
| LLaVA-v1.6-7BModel Category=Open-Source Models2026.06 | 43.2 | 74.6 | 62 | |
| Qwen3-VL-32BParameters=32B2026.01 | 0.68 | 0.86 | 0.788 | |
| OCRVerseParameters=4B2026.01 | 0.632 | 0.852 | 0.763 | |
| Claude-4.5-Sonnet2026.01 | 0.61 | 0.834 | 0.746 | |
| GPT-52026.01 | 0.608 | 0.883 | 0.773 | |
| InternVL3.5-8BParameters=8B2026.01 | 0.55 | 0.78 | 0.686 | |
| InternVL3-8BParameters=8B2026.01 | 0.545 | 0.774 | 0.682 | |
| Gemini-2.5-Pro2026.01 | 0.536 | 0.803 | 0.696 | |
| Qwen3-VL-8BParameters=8B2026.01 | 0.53 | 0.77 | 0.674 | |
| InternVL3.5-14BParameters=14B2026.01 | 0.52 | 0.75 | 0.659 | |
| InternVL3.5-38BParameters=38B2026.01 | 0.519 | 0.773 | 0.671 | |
| InternVL3-14BParameters=14B2026.01 | 0.514 | 0.755 | 0.658 | |
| Qwen2.5-VL-72BParameters=72B2026.01 | 0.477 | 0.76 | 0.647 | |
| Qwen2.5-VL-7BParameters=7B2026.01 | 0.475 | 0.738 | 0.633 |