SVG Reconstruction on SVG
0.95Dino ScoreClaude 4.5 Sonnet
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Claude 4.5 Sonnet2026.05 | 0.95 | 0.81 | 0.88 | |
| Claude 3.7 Sonnet2026.05 | 0.94 | 0.77 | 0.85 | |
| Gemini 2.5 Pro2026.05 | 0.93 | 0.78 | 0.86 | |
| GLANCE-FullBackbone=Qwen2.5-VL-3B, Reward Strategy=Dense Extrinsic, Reasoning Strategy=World Model Reasoning for Visual States2026.05 | 0.92 | 0.7 | 0.81 | |
| GLANCE-BaseBackbone=Qwen2.5-VL-3B, Reward Strategy=Sparse Extrinsic, Reasoning Strategy=World Model Reasoning Strategy2026.05 | 0.92 | 0.69 | 0.8 | |
| GRPO w/ MaskBackbone=Qwen2.5-VL-3B, Reward Strategy=RL Baseline, Reasoning Strategy=World Model Reasoning Strategy2026.05 | 0.92 | 0.66 | 0.79 | |
| GPT-4o2026.05 | 0.91 | 0.69 | 0.8 | |
| VAGEN-FullBackbone=Qwen2.5-VL-3B, Reward Strategy=Dense Extrinsic, Reasoning Strategy=World Model Reasoning for Visual States2026.05 | 0.9 | 0.66 | 0.78 | |
| VAGEN-BaseBackbone=Qwen2.5-VL-3B, Reward Strategy=Sparse Extrinsic, Reasoning Strategy=World Model Reasoning Strategy2026.05 | 0.9 | 0.65 | 0.78 | |
| GLANCE w/ Turn-PPOBackbone=Qwen2.5-VL-3B, Reward Strategy=Turn-level PPO, Reasoning Strategy=World Model Reasoning Strategy2026.05 | 0.9 | 0.66 | 0.78 | |
| o4-mini2026.05 | 0.9 | 0.66 | 0.78 | |
| Turn-PPO w/ MaskBackbone=Qwen2.5-VL-3B, Reward Strategy=Turn-level PPO, Reasoning Strategy=World Model Reasoning Strategy2026.05 | 0.89 | 0.64 | 0.77 | |
| Qwen2.5-VL-72BBackbone=Qwen2.5-VL-72B2026.05 | 0.84 | 0.62 | 0.73 | |
| Qwen2.5-VL-7BBackbone=Qwen2.5-VL-7B2026.05 | 0.84 | 0.27 | 0.56 | |
| Vanilla-PPOBackbone=Qwen2.5-VL-3B, Reward Strategy=RL Baseline, Reasoning Strategy=World Model Reasoning Strategy2026.05 | 0.83 | 0.44 | 0.64 | |
| Qwen2.5-VL-3BBackbone=Qwen2.5-VL-3B2026.05 | 0.79 | 0.3 | 0.54 | |
| VLM-R1-3BBackbone=VLM-R1-3B2026.05 | 0.79 | 0.27 | 0.54 |