Chart Deplotting on ChartArena English
47.4Bar Chart Success RateHunyuanOCR-1.5
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| HunyuanOCR-1.5Model Type=Expert OCR Models2026.07 | 47.4 | 59.6 | 79.7 | 23 | 52.1 | 24.8 | 67.8 | 36.5 | 48.9 | |
| RRVF (7B)Model Type=Expert Chart Deplotting Models2026.07 | 35.8 | 41.5 | 51.6 | 16.6 | 14.7 | 23.5 | 36.4 | 68.4 | 36 | |
| MSRL (7B)Model Type=Expert Chart Deplotting Models2026.07 | 32.7 | 35.2 | 41.2 | 25.9 | 11.2 | 16.7 | 23.2 | 31 | 27.1 | |
| Qwen3.5-9BModel Type=General Purpose VLMs2026.07 | 32.5 | 45.5 | 82.6 | 22 | 15.3 | 16.8 | 45.5 | 64.2 | 40.6 | |
| PaddleOCR-VL (1B)Model Type=Expert OCR Models2026.07 | 31.8 | 43 | 57.5 | 14.4 | 11.7 | 21.3 | — | — | 23.9 | |
| dots.mocr (3B)Model Type=Expert OCR Models2026.07 | 28.3 | 41.8 | 68.8 | 20.3 | 24.1 | 26.9 | 26.2 | 28.7 | 33.1 | |
| Qwen3-VL-8B-Ins.Model Type=General Purpose VLMs2026.07 | 27.5 | 35.5 | 77.3 | 16.8 | 11.6 | 13.2 | 50 | 66.4 | 37.3 | |
| ChartCoder (7B)Model Type=Expert Chart Deplotting Models2026.07 | 23.2 | 22 | 34.3 | 5.5 | 5.4 | 3.7 | 5.6 | 1 | 12.6 | |
| InternVL3.5-8BModel Type=General Purpose VLMs2026.07 | 22.7 | 34.4 | 65.8 | 14 | 5.6 | 11.3 | 32.6 | 48.3 | 29.3 | |
| ChartMoE (8B)Model Type=Expert Chart Deplotting Models2026.07 | 18.7 | 14.7 | 15 | 3.7 | 2.7 | 5.1 | 4 | 4.1 | 8.5 | |
| Qwen2.5-VL-7B-Ins.Model Type=General Purpose VLMs2026.07 | 15.2 | 17.9 | 63.4 | 8.3 | 0.9 | 6 | 29.7 | 45.4 | 23.3 | |
| ChartVLM (8.3B)Model Type=Expert Chart Deplotting Models2026.07 | 11.2 | 11.5 | 12.9 | 2.1 | 0.7 | 4.1 | — | — | 5.3 | |
| TinyChart (3B)Model Type=Expert Chart Deplotting Models2026.07 | 6.1 | 9.7 | 5.7 | 0.5 | 0.2 | 0.7 | — | — | 2.9 | |
| ChartAst (13B)Model Type=Expert Chart Deplotting Models2026.07 | 5.2 | 4.2 | 0.3 | 1.5 | 0.3 | 0 | — | — | 1.4 |