Multimodal Reasoning on Vstar Bench Attr
94.8ACCRTWI
Evaluation results
| Method | Links | ||
|---|---|---|---|
| RTWIModel Variant=Qwen3-VL Instruct, Online setting=true2026.02 | 94.8 | 60.4 | |
| CISCModel Variant=Qwen3-VL Instruct, Online setting=true2026.02 | 93.9 | 55.8 | |
| DeepconfModel Variant=Qwen3-VL Instruct, Online setting=true2026.02 | 93.9 | 57.3 | |
| ASCModel Variant=Qwen3-VL Instruct, Online setting=true2026.02 | 93 | 59.4 | |
| SCModel Variant=Qwen3-VL Instruct, Online setting=true2026.02 | 92.2 | — | |
| ESCModel Variant=Qwen3-VL Instruct, Online setting=true2026.02 | 92.2 | 56.1 | |
| Self-Cer.Model Variant=Qwen3-VL Instruct, Online setting=true2026.02 | 92.2 | 59.6 | |
| DeepEyesOnline setting=true2026.02 | 91.3 | — | |
| BaseModel Variant=Qwen3-VL Instruct, Online setting=true2026.02 | 90.4 | — | |
| RTWIModel Variant=Qwen3-VL Thinking, Online setting=true2026.02 | 85.2 | 61.1 | |
| ThymeOnline setting=true2026.02 | 83.5 | — | |
| CISCModel Variant=Qwen3-VL Thinking, Online setting=true2026.02 | 82.6 | 41.1 | |
| Self-Cer.Model Variant=Qwen3-VL Thinking, Online setting=true2026.02 | 82.6 | 42.9 | |
| DeepconfModel Variant=Qwen3-VL Thinking, Online setting=true2026.02 | 81.7 | 47.6 | |
| SCModel Variant=Qwen3-VL Thinking, Online setting=true2026.02 | 80 | — | |
| ASCModel Variant=Qwen3-VL Thinking, Online setting=true2026.02 | 80 | 51.8 | |
| ESCModel Variant=Qwen3-VL Thinking, Online setting=true2026.02 | 80 | 35.9 | |
| BaseModel Variant=Qwen3-VL Thinking, Online setting=true2026.02 | 78.3 | — | |
| GPT-4oOnline setting=true2026.02 | 72.2 | — |