UI-to-Code Generation on Design2Code
89.1Block AccuracyGPT-5
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| GPT-52025.11 | 89.1 | 94.2 | 86.4 | 78 | 81.6 | |
| Gemini-2.5-Pro2025.11 | 89.1 | 93.5 | 85.5 | 71.4 | 80.9 | |
| Claude-4-Sonnet2025.11 | 88.7 | 93.2 | 84.6 | 72 | 80.5 | |
| UI2CodeNvariant=RL2025.11 | 88.7 | 93.1 | 83.8 | 72.6 | 80.5 | |
| UI2CodeNvariant=SFT2025.11 | 86.8 | 91.5 | 81.7 | 69.7 | 79 | |
| Qwen2.5-VL-72B2025.11 | 86.6 | 91.6 | 76.8 | 67.8 | 77.8 | |
| UniCoderConfiguration=Full Model2026.06 | 86.5 | 97.5 | 92.5 | 90.8 | 92.2 | |
| UniCoderConfiguration=w/o Attribute Reward2026.06 | 85.9 | 97.2 | 87.5 | 87 | 91.5 | |
| Claude-4.5-OpusModel Category=Closed-Source Models2026.06 | 85.8 | 96.9 | 91.2 | 88.5 | 91.5 | |
| GPT-5Model Category=Closed-Source Models2026.06 | 85.5 | 97.3 | 89.8 | 89.9 | 92 | |
| Gemini-3-ProModel Category=Closed-Source Models2026.06 | 85.2 | 97.1 | 90.5 | 89.2 | 91.8 | |
| UniCoderConfiguration=w/o Reference Injection2026.06 | 84.8 | 97 | 89.5 | 88.5 | 91 | |
| Qwen3-VL-8BModel Category=Open-Source Models2026.06 | 84.1 | 96.8 | 85.2 | 85.5 | 90.5 | |
| Qwen2.5-VL-7BModel Category=Open-Source Models2026.06 | 82.2 | 95.1 | 81.5 | 83.1 | 89.3 | |
| InternVL3.5-8BModel Category=Open-Source Models2026.06 | 80.5 | 94.2 | 79.8 | 82.5 | 87.6 | |
| LLaVA-v1.6-7BModel Category=Open-Source Models2026.06 | 73.6 | 91 | 72.9 | 81.6 | 80.2 | |
| Deepseek-VL-7BModel Category=Open-Source Models2026.06 | 71.8 | 82.4 | 70.2 | 72 | 84.3 |