General VQA on MME
2,397VQA ScoreVRS-Only
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| VRS-Onlyrho=0, K=72026.06 | 2,397 | — | — | 1.39 | |
| VRS-Onlyrho=0, K=32026.06 | 2,396 | — | — | 1.13 | |
| VRS-Onlyrho=0, K=52026.06 | 2,386 | — | — | 1.26 | |
| KDV-Prunerho=75%, K=52026.06 | 2,373 | — | — | 0.58 | |
| AVISInference Strategy=Adaptive2026.06 | 2,364 | — | — | 0.42 | |
| Vanillarho=0, K=12026.06 | 2,263 | — | — | 1 | |
| KDV-Prunerho=75%, K=12026.06 | 2,227 | — | — | 0.33 | |
| K2.5Parameter Count=≈1T2026.06 | 91.4 | — | — | — | |
| Qwen3.5-PlusParameter Count=397B2026.06 | 89.8 | — | — | — | |
| Qwen3-VL-32BDecoding Mode=Instruct, Model Scale=32B2026.06 | 88.6 | — | — | — | |
| Yuvion VL-32BDecoding Mode=Instruct, Model Scale=32B2026.06 | 88.4 | — | — | — | |
| Qwen3-VL-32BDecoding Mode=Thinking, Model Scale=32B2026.06 | 87 | — | — | — | |
| Qwen3-VL-8BDecoding Mode=Instruct, Model Scale=8B2026.06 | 86.7 | — | — | — | |
| Yuvion VL-32BDecoding Mode=Reasoning, Model Scale=32B2026.06 | 86.3 | — | — | — | |
| Yuvion VL-8BDecoding Mode=Instruct, Model Scale=8B2026.06 | 85.3 | — | — | — | |
| Yuvion VL-8BDecoding Mode=Reasoning, Model Scale=8B2026.06 | 83.1 | — | — | — | |
| Opus-4.6Parameter Count=≈800B2026.06 | 82.5 | — | — | — | |
| Qwen3-VL-8BDecoding Mode=Thinking, Model Scale=8B2026.06 | 82.2 | — | — | — | |
| GPT-5.4Parameter Count=≈1.5T2026.06 | 79.5 | — | — | — | |
| BAGEL# Params=7B, Model Type=Unified model2026.05 | — | 1,686 | 2,320 | — | |
| BAGEL+Ours# Params=7B, Model Type=Unified model2026.05 | — | 1,662 | 2,315 | — | |
| BLIP3-o# Params=4B, Model Type=Unified model2026.05 | — | 1,527 | 2,160 | — | |
| DeepSeek-VL2# Params=4.1B/28B, Model Type=Understanding Only2026.05 | — | — | 2,253 | — | |
| Emu3-chat# Params=8B, Model Type=Understanding Only2026.05 | — | 1,244 | — | — | |
| InternVL2.5# Params=4B, Model Type=Understanding Only2026.05 | — | — | 2,337 | — | |
| InternVL2.5# Params=7B, Model Type=Understanding Only2026.05 | — | — | 2,344 | — | |
| Janus-Pro# Params=7B, Model Type=Unified model2026.05 | — | 1,567 | — | — | |
| Llava-OV# Params=7B, Model Type=Understanding Only2026.05 | — | 1,580 | 1,998 | — | |
| LMFusion# Params=8B, Model Type=Unified model2026.05 | — | 1,630 | — | — | |
| MetaQuery-L# Params=3B, Model Type=Unified model2026.05 | — | 1,574 | — | — | |
| MetaQuery-XL# Params=7B, Model Type=Unified model2026.05 | — | 1,685 | — | — | |
| Qwen2.5-VL# Params=3B, Model Type=Understanding Only2026.05 | — | — | 2,157 | — | |
| Qwen2.5-VL# Params=7B, Model Type=Understanding Only2026.05 | — | — | 2,347 | — | |
| Show-o2# Params=7B, Model Type=Unified model2026.05 | — | 1,620 | — | — | |
| TokenFlow-XL# Params=13B, Model Type=Unified model2026.05 | — | 1,545 | 1,840 | — |