Explanation Generation on ChartCheck
40.8ROUGE-LMEVER
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MEVEREvidence Setting=retrieved, Input Modality=Multi-modal2026.02 | 40.8 | 36.2 | 27.2 | |
| UniChartEvidence Setting=retrieved, Input Modality=Chart-based2026.02 | 40.1 | 34.6 | 26.6 | |
| ChartGemmaEvidence Setting=retrieved, Input Modality=Chart-based2026.02 | 40.1 | 35.7 | 26.4 | |
| DePlot+FlanT5Evidence Setting=retrieved, Input Modality=Multi-modal2026.02 | 39.9 | 34 | 24.7 | |
| ECENetEvidence Setting=retrieved, Input Modality=Multi-modal2026.02 | 39.7 | 34.7 | 25.7 | |
| MEVER w/o imagesEvidence Setting=retrieved, Input Modality=Text-only2026.02 | 39.7 | 34.8 | 25.5 | |
| MochegModelEvidence Setting=retrieved, Input Modality=Multi-modal2026.02 | 39.6 | 33.8 | 24.5 | |
| JustiLMEvidence Setting=retrieved, Input Modality=Text-only2026.02 | 34.7 | 30.6 | 23.5 | |
| GPT-4oEvidence Setting=retrieved, Input Modality=Multi-modal, Few-shot Setting=5-shot2026.02 | 17.7 | 27.4 | 16.2 |