Visual Code Generation on ChartMimic direct v2
86.4Execution RateUniCoder
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| UniCoderConfiguration=Full Model2026.06 | 86.4 | 76.1 | 74.4 | |
| Claude-4.5-OpusModel Category=Closed-Source Models2026.06 | 85.8 | 73.2 | 72.5 | |
| GPT-5Model Category=Closed-Source Models2026.06 | 84.5 | 75.6 | 73.9 | |
| Gemini-3-ProModel Category=Closed-Source Models2026.06 | 83.2 | 71.5 | 70.8 | |
| UniCoderConfiguration=w/o Attribute Reward2026.06 | 83.2 | 70.4 | 71.3 | |
| UniCoderConfiguration=w/o Reference Injection2026.06 | 79.6 | 69.8 | 68.5 | |
| Qwen3-VL-8BModel Category=Open-Source Models2026.06 | 77.3 | 63.4 | 66.8 | |
| InternVL3.5-8BModel Category=Open-Source Models2026.06 | 66.5 | 42.4 | 47.1 | |
| Qwen2.5-VL-7BModel Category=Open-Source Models2026.06 | 65.5 | 39.9 | 40.7 | |
| LLaVA-v1.6-7BModel Category=Open-Source Models2026.06 | 60.2 | 20.4 | 20.7 | |
| Deepseek-VL-7BModel Category=Open-Source Models2026.06 | 41.1 | 18.8 | 20.5 |