Mathematical Reasoning on MathVision (Acc., Tokens)
26.65AccuracyACA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ACABackbone=Qwen2.5-VL-7B, Adaptive Allocation=true, Early Stopping=true2026.05 | 26.65 | 988,000 | |
| ACABackbone=InternVL2.5-8B, Adaptive Allocation=true, Early Stopping=true2026.05 | 26.32 | 965,000 | |
| Vanilla BoNBackbone=InternVL2.5-8B, Adaptive Allocation=false, Early Stopping=false2026.05 | 25 | 1,383,000 | |
| Vanilla BoNBackbone=Qwen2.5-VL-7B, Adaptive Allocation=false, Early Stopping=false2026.05 | 24.67 | 1,383,000 | |
| ACAw/o EarlyStopBackbone=Qwen2.5-VL-7B, Adaptive Allocation=true, Early Stopping=false2026.05 | 24.34 | 1,205,000 | |
| ACAw/o EarlyStopBackbone=InternVL2.5-8B, Adaptive Allocation=true, Early Stopping=false2026.05 | 24.01 | 1,237,000 |