Visualization Generation on MatPlotAgent
72.23Quality ScoreClaude-4-Sonnet
Evaluation Results
| Method | Links | |
|---|---|---|
| Claude-4-SonnetFeedback Model=VISJUDGE as Feedback2025.10 | 72.23 | |
| Gemini-2.5-ProFeedback Model=VISJUDGE as Feedback2025.10 | 72.2 | |
| GPT-5Feedback Model=VISJUDGE as Feedback2025.10 | 72.07 | |
| GPT-4oFeedback Model=VISJUDGE as Feedback2025.10 | 71.62 | |
| GPT-5Feedback Model=Qwen2.5-VL-72B as Feedback2025.10 | 69.8 | |
| Claude-3.5-SonnetFeedback Model=VISJUDGE as Feedback2025.10 | 69.04 | |
| Gemini-2.5-ProFeedback Model=Direct Decoding (Baseline)2025.10 | 68.1 | |
| Qwen2.5-VL-72B-InstructFeedback Model=VISJUDGE as Feedback2025.10 | 67.32 | |
| Claude-4-SonnetFeedback Model=Qwen2.5-VL-7B as Feedback2025.10 | 67.25 | |
| GPT-5Feedback Model=Direct Decoding (Baseline)2025.10 | 67.15 | |
| GPT-5Feedback Model=Qwen2.5-VL-7B as Feedback2025.10 | 66.49 | |
| Gemini-2.5-ProFeedback Model=Qwen2.5-VL-72B as Feedback2025.10 | 66.12 | |
| Claude-4-SonnetFeedback Model=Qwen2.5-VL-72B as Feedback2025.10 | 65.2 | |
| Gemini-2.5-ProFeedback Model=Qwen2.5-VL-7B as Feedback2025.10 | 65.04 | |
| Claude-4-SonnetFeedback Model=Direct Decoding (Baseline)2025.10 | 64.5 | |
| Claude-3.5-SonnetFeedback Model=Direct Decoding (Baseline)2025.10 | 63.89 | |
| GPT-4oFeedback Model=Qwen2.5-VL-72B as Feedback2025.10 | 63.53 | |
| Claude-3.5-SonnetFeedback Model=Qwen2.5-VL-72B as Feedback2025.10 | 63.14 | |
| GPT-4oFeedback Model=Direct Decoding (Baseline)2025.10 | 62.71 | |
| Qwen2.5-VL-72B-InstructFeedback Model=Direct Decoding (Baseline)2025.10 | 61.18 | |
| Qwen2.5-VL-72B-InstructFeedback Model=Qwen2.5-VL-72B as Feedback2025.10 | 60.3 | |
| Claude-3.5-SonnetFeedback Model=Qwen2.5-VL-7B as Feedback2025.10 | 59.23 | |
| Qwen2.5-VL-72B-InstructFeedback Model=Qwen2.5-VL-7B as Feedback2025.10 | 58.7 | |
| GPT-4oFeedback Model=Qwen2.5-VL-7B as Feedback2025.10 | 58.49 | |
| Qwen2.5-VL-7B-InstructFeedback Model=VISJUDGE as Feedback2025.10 | 55.29 | |
| Qwen2.5-VL-7B-InstructFeedback Model=Direct Decoding (Baseline)2025.10 | 49.76 | |
| Qwen2.5-VL-7B-InstructFeedback Model=Qwen2.5-VL-7B as Feedback2025.10 | 45.38 | |
| Qwen2.5-VL-7B-InstructFeedback Model=Qwen2.5-VL-72B as Feedback2025.10 | 44.94 | |
| Claude-4-SonnetFeedback Model=VISJUDGE2025.10 | 0.7223 | |
| Gemini-2.5-ProFeedback Model=VISJUDGE2025.10 | 0.722 | |
| GPT-5Feedback Model=VISJUDGE2025.10 | 0.7207 | |
| GPT-4oFeedback Model=VISJUDGE2025.10 | 0.7162 | |
| GPT-5Feedback Model=Qwen2.5-VL-72B2025.10 | 0.698 | |
| Claude-3.5-SonnetFeedback Model=VISJUDGE2025.10 | 0.6904 | |
| Gemini-2.5-ProFeedback Model=Direct Decoding (Baseline)2025.10 | 0.681 | |
| Qwen2.5-VL-72B-InstructFeedback Model=VISJUDGE2025.10 | 0.6732 | |
| Claude-4-SonnetFeedback Model=Qwen2.5-VL-7B2025.10 | 0.6725 | |
| GPT-5Feedback Model=Direct Decoding (Baseline)2025.10 | 0.6715 | |
| GPT-5Feedback Model=Qwen2.5-VL-7B2025.10 | 0.6649 | |
| Gemini-2.5-ProFeedback Model=Qwen2.5-VL-72B2025.10 | 0.6612 | |
| Claude-4-SonnetFeedback Model=Qwen2.5-VL-72B2025.10 | 0.652 | |
| Gemini-2.5-ProFeedback Model=Qwen2.5-VL-7B2025.10 | 0.6504 | |
| Claude-4-SonnetFeedback Model=Direct Decoding (Baseline)2025.10 | 0.645 | |
| Claude-3.5-SonnetFeedback Model=Direct Decoding (Baseline)2025.10 | 0.6389 | |
| GPT-4oFeedback Model=Qwen2.5-VL-72B2025.10 | 0.6353 | |
| Claude-3.5-SonnetFeedback Model=Qwen2.5-VL-72B2025.10 | 0.6314 | |
| GPT-4oFeedback Model=Direct Decoding (Baseline)2025.10 | 0.6271 | |
| Qwen2.5-VL-72B-InstructFeedback Model=Direct Decoding (Baseline)2025.10 | 0.6118 | |
| Qwen2.5-VL-72B-InstructFeedback Model=Qwen2.5-VL-72B2025.10 | 0.603 | |
| Claude-3.5-SonnetFeedback Model=Qwen2.5-VL-7B2025.10 | 0.5923 | |
| Qwen2.5-VL-72B-InstructFeedback Model=Qwen2.5-VL-7B2025.10 | 0.587 | |
| GPT-4oFeedback Model=Qwen2.5-VL-7B2025.10 | 0.5849 | |
| Qwen2.5-VL-7B-InstructFeedback Model=VISJUDGE2025.10 | 0.5529 | |
| Qwen2.5-VL-7B-InstructFeedback Model=Direct Decoding (Baseline)2025.10 | 0.4976 | |
| Qwen2.5-VL-7B-InstructFeedback Model=Qwen2.5-VL-7B2025.10 | 0.4538 | |
| Qwen2.5-VL-7B-InstructFeedback Model=Qwen2.5-VL-72B2025.10 | 0.4494 |