SVG Code Refinement on SVG-Sophia Code Refinement Benchmark
95.1DINOCTRL-S
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CTRL-SMode=SFT+RL, Tokens=8662026.03 | 95.1 | 76.5 | 0.18 | 99.79 | |
| GPT-5.2Tokens=9752026.03 | 91.1 | 64 | 0.342 | 99.26 | |
| CTRL-SMode=SFT, Tokens=2.9k2026.03 | 88.8 | 66.5 | 0.236 | 84.37 | |
| Gemini-3-ProTokens=9922026.03 | 88.3 | 59.3 | 0.284 | 81.37 | |
| Llama 4 MaverickTokens=6162026.03 | 84.5 | 61.5 | 0.377 | 94.75 | |
| Llama 4 ScoutTokens=7882026.03 | 84 | 63.4 | 0.383 | 97 | |
| Qwen3-VL-235B-A22BTokens=8402026.03 | 80.9 | 51.5 | 0.403 | 77.84 | |
| Claude-Sonnet-4.5Tokens=7902026.03 | 79.6 | 57.9 | 0.401 | 84.58 | |
| Qwen3-VL-8BTokens=9802026.03 | 79.6 | 50.1 | 0.41 | 76.77 |