| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| ChartQA | Socratic-Geo | Accuracy91.2 | 159 | 2mo ago | |
| ChartQA (test) | Accuracy90.8 | 119 | 1mo ago | ||
| ChartQA | DeepEyesV2 | Score88.4 | 47 | 2mo ago | |
| CharXiv | Reasoning Score60.2 | 44 | 3mo ago | ||
| ChartQA 1.0 (test) | Avg Relaxed Accuracy90.8 | 33 | 4mo ago | ||
| ChartBench | NQA79.33 | 32 | 2mo ago | ||
| ChartX | GPT Score83.51 | 31 | 2mo ago | ||
| FinChart-Bench | o3 | TF Score97.86 | 26 | 1mo ago | |
| ChartQA | MiMo-VL-RL | ChartQA Score91.7 | 19 | 4mo ago | |
| AI2D | AI2D Score0.947 | 18 | 4mo ago | ||
| ReachQA | Reasoning Score51.7 | 16 | 3mo ago | ||
| ChartXiv RQ | Gemini2.0-Flash | Accuracy61.2 | 16 | 4mo ago | |
| ECDBench | Description Score78.27 | 14 | 2mo ago | ||
| ChartQA | TA w/ DARE | Accuracy73.08 | 13 | 1mo ago | |
| CharXiv DQ | CPO | Score75.15 | 13 | 18d ago | |
| DataMFM Challenge Track 2 | iLearn-Chart (Ours) | CSV Numeric F180.62 | 10 | 1mo ago | |
| CharXiv RQ | Kimi K2.5 + ETCHR | Pass@177.9 | 10 | 18d ago | |
| ChartQA | Kimi K2.5 + ETCHR | Pass@194.1 | 10 | 2mo ago | |
| PaperQA | MM-Eureka-Qwen-7B | Accuracy73.7 | 10 | 4mo ago | |
| FunctionQA | VisionZero-Qwen-7B (Chart) | Accuracy85.5 | 10 | 4mo ago | |
| CU | GPT-4V | Accuracy84 | 9 | 4mo ago | |
| ChartX | RQ53.5 | 8 | 2mo ago | ||
| PixMo | Accuracy57.71 | 7 | 3mo ago | ||
| CharXiv RQ | CPO | Score39.2 | 6 | 18d ago | |
| AI2D (test) | iVGR-Qwen3-VL-32B | Accuracy88.7 | 6 | 1mo ago |
