Chart Question Answering on ChartQA (Score & Retention Ratio R)
86.6ScoreResAdapt-RL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ResAdapt-RLSetup=Zero-shot, Base Model=Qwen2.5-VL-7B, RL fine-tuning=true2026.03 | 86.6 | 105 | — | |
| Full ModelRatio=1.02026.04 | 86.2 | — | 100 | |
| ResAdaptSetup=Zero-shot, Base Model=Qwen2.5-VL-7B2026.03 | 85.9 | 105 | — | |
| Qwen3-VL-8BSetup=Zero-shot, Base Model=Qwen3-VL-8B2026.03 | 84 | 100 | — | |
| Qwen2.5-VL-7BSetup=Zero-shot, Base Model=Qwen2.5-VL-7B2026.03 | 83.9 | 100 | — | |
| HAWKRatio=0.62026.04 | 83.6 | — | 99.1 | |
| ResAdaptSetup=Zero-shot, Base Model=Qwen3-VL-8B2026.03 | 83.2 | 105 | — | |
| ToMeSetup=Zero-shot, Base Model=Qwen2.5-VL-7B2026.03 | 78.1 | 50 | — | |
| VisionZipRatio=0.62026.04 | 78 | — | 96.1 | |
| VisionZipSetup=Zero-shot, Base Model=Qwen2.5-VL-7B2026.03 | 77.9 | 50 | — | |
| HAWKRatio=0.82026.04 | 76.8 | — | 95.8 | |
| ToMeSetup=Zero-shot, Base Model=Qwen3-VL-8B2026.03 | 75.2 | 50 | — | |
| VisionZipSetup=Zero-shot, Base Model=Qwen3-VL-8B2026.03 | 75 | 50 | — | |
| Random DropSetup=Zero-shot, Base Model=Qwen2.5-VL-7B2026.03 | 71.6 | 50 | — | |
| Random DropSetup=Zero-shot, Base Model=Qwen3-VL-8B2026.03 | 70.2 | 50 | — | |
| HAWKRatio=0.92026.04 | 65.2 | — | 88.5 | |
| DARTRatio=0.62026.04 | 64.7 | — | 89.5 | |
| VisionZipRatio=0.82026.04 | 62.1 | — | 89.2 | |
| DARTRatio=0.82026.04 | 47.3 | — | 80.4 | |
| VisionZipRatio=0.92026.04 | 43.5 | — | 77.5 | |
| DARTRatio=0.92026.04 | 34.6 | — | 72.2 |