Visual Question Answering on Multimodal Benchmark Suite Aggregate
100Average RatioVanilla
Evaluation Results
| Method | Links | |
|---|---|---|
| VanillaAverage Token Reduction=0.0%, Backbone=Qwen3-VL-8B2026.06 | 100 | |
| PDrop+RerouteAverage Token Reduction=66.7%, Backbone=Qwen3-VL-8B2026.06 | 91.4 | |
| PDropAverage Token Reduction=66.7%, Backbone=Qwen3-VL-8B2026.06 | 90.8 | |
| FastVAverage Token Reduction=66.7%, Backbone=Qwen3-VL-8B2026.06 | 89.8 | |
| FastV+RerouteAverage Token Reduction=66.7%, Backbone=Qwen3-VL-8B2026.06 | 86.5 | |
| PDrop+RerouteAverage Token Reduction=77.8%, Backbone=Qwen3-VL-8B2026.06 | 85.4 | |
| FastVAverage Token Reduction=77.8%, Backbone=Qwen3-VL-8B2026.06 | 82.7 | |
| PDropAverage Token Reduction=77.8%, Backbone=Qwen3-VL-8B2026.06 | 81.9 | |
| FastV+RerouteAverage Token Reduction=77.8%, Backbone=Qwen3-VL-8B2026.06 | 79 | |
| PDrop+RerouteAverage Token Reduction=88.9%, Backbone=Qwen3-VL-8B2026.06 | 77.4 | |
| PDropAverage Token Reduction=88.9%, Backbone=Qwen3-VL-8B2026.06 | 69.6 | |
| FastV+RerouteAverage Token Reduction=88.9%, Backbone=Qwen3-VL-8B2026.06 | 58.1 | |
| FastVAverage Token Reduction=88.9%, Backbone=Qwen3-VL-8B2026.06 | 57.5 |