Real-world Visual Understanding on RealWorldQA (test)
77.1Final PerformancePerceptionLM-8B
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PerceptionLM-8BParameter Scale=8B2026.05 | 77.1 | — | — | — | |
| Molmo2-4BParameter Scale=4B2026.05 | 73.8 | — | — | — | |
| PerceptionLM-3BParameter Scale=3B2026.05 | 73.1 | — | — | — | |
| BAGEL# Params=14B2026.06 | 72.8 | — | — | — | |
| Qwen3-VL-8BParameter Scale=8B2026.05 | 71.9 | — | — | — | |
| Molmo2-8BParameter Scale=8B2026.05 | 71.8 | — | — | — | |
| Qwen3-VL-4BParameter Scale=4B2026.05 | 71 | — | — | — | |
| BLIP3-o# Params=8B2026.06 | 69 | — | — | — | |
| Full RTBackbone=Qwen3-VL-8B+2B-R2026.04 | 68.9 | — | — | — | |
| HYDRA-X# Params=7B2026.06 | 68.7 | — | — | — | |
| PerceptionLM-1BParameter Scale=1B2026.05 | 68.6 | — | — | — | |
| MAIBackbone=Qwen3-VL-2B/8B2026.04 | 68.4 | 509 | 105 | 151 | |
| Qwen2.5-VL# Params=7B2026.06 | 68.4 | — | — | — | |
| InternVL3.5-4BParameter Scale=4B2026.05 | 67.8 | — | — | — | |
| 8B(S) BaselineBackbone=Qwen3-VL-8B, Mode=Standard2026.04 | 67.6 | — | — | — | |
| InternVL3.5-8BParameter Scale=8B2026.05 | 67.4 | — | — | — | |
| Zamba2-VL-7BParameter Scale=7B2026.05 | 66.5 | — | — | — | |
| LLaVA-OV# Params=7B2026.06 | 66.3 | — | — | — | |
| Qwen3-VL-2BParameter Scale=2B2026.05 | 66 | — | — | — | |
| Zamba2-VL-1.2BParameter Scale=1.2B2026.05 | 65.9 | — | — | — | |
| Show-o2# Params=7B2026.06 | 64.7 | — | — | — | |
| HYDRA# Params=7B2026.06 | 64.7 | — | — | — | |
| Zamba2-VL-2.7BParameter Scale=2.7B2026.05 | 61.7 | — | — | — | |
| InternVL3.5-2BParameter Scale=2B2026.05 | 61.6 | — | — | — | |
| 2B(S) BaselineBackbone=Qwen3-VL-2B, Mode=Standard2026.04 | 60.7 | — | — | — | |
| 2B(R) BaselineBackbone=Qwen3-VL-2B, Mode=Reasoning2026.04 | 60.5 | — | — | — | |
| Janus-Pro# Params=7B2026.06 | 58 | — | — | — | |
| InternVL3.5-1BParameter Scale=1B2026.05 | 56.9 | — | — | — | |
| TokenFlow-XL# Params=14B2026.06 | 56.6 | — | — | — | |
| LLaVA-1.5# Params=7B2026.06 | 54.8 | — | — | — |