Visual Reasoning on HR-Bench 4K FSP
96.5ACCRTWI
Evaluation results
| Method | Links | ||
|---|---|---|---|
| RTWIModel Variant=Qwen3-VL Instruct, Online setting=true2026.02 | 96.5 | 66.2 | |
| DeepconfModel Variant=Qwen3-VL Instruct, Online setting=true2026.02 | 96 | 60.3 | |
| ASCModel Variant=Qwen3-VL Instruct, Online setting=true2026.02 | 95.8 | 59.8 | |
| CISCModel Variant=Qwen3-VL Instruct, Online setting=true2026.02 | 95.5 | 57.7 | |
| SCModel Variant=Qwen3-VL Instruct, Online setting=true2026.02 | 95.3 | — | |
| ESCModel Variant=Qwen3-VL Instruct, Online setting=true2026.02 | 95.3 | 60.7 | |
| Self-Cer.Model Variant=Qwen3-VL Instruct, Online setting=true2026.02 | 95.3 | 62.5 | |
| BaseModel Variant=Qwen3-VL Instruct, Online setting=true2026.02 | 93.8 | — | |
| DeepEyesOnline setting=true2026.02 | 91.3 | — | |
| RTWIModel Variant=Qwen3-VL Thinking, Online setting=true2026.02 | 91.3 | 61.9 | |
| Thyme2026.02 | 91 | — | |
| ThymeOnline setting=true2026.02 | 91 | — | |
| DeepconfModel Variant=Qwen3-VL Thinking, Online setting=true2026.02 | 90.5 | 57.3 | |
| RTWIBackbone=DeepEyes-7B2026.02 | 90 | 64.5 | |
| CISCBackbone=DeepEyes-7B2026.02 | 89.8 | 56.4 | |
| SCBackbone=DeepEyes-7B2026.02 | 89.5 | — | |
| ASCBackbone=DeepEyes-7B2026.02 | 89.5 | 58.9 | |
| ESCBackbone=DeepEyes-7B2026.02 | 89.5 | 55.8 | |
| DeepconfBackbone=DeepEyes-7B2026.02 | 89.5 | 53.9 | |
| Self-Uncer.Backbone=DeepEyes-7B2026.02 | 89.5 | 61.9 | |
| SCModel Variant=Qwen3-VL Thinking, Online setting=true2026.02 | 89.5 | — | |
| ASCModel Variant=Qwen3-VL Thinking, Online setting=true2026.02 | 89.5 | 51.9 | |
| ESCModel Variant=Qwen3-VL Thinking, Online setting=true2026.02 | 89.5 | 40.5 | |
| Self-Cer.Model Variant=Qwen3-VL Thinking, Online setting=true2026.02 | 89.5 | 47.6 | |
| CISCModel Variant=Qwen3-VL Thinking, Online setting=true2026.02 | 88 | 32.3 | |
| Base*Backbone=DeepEyes-7B2026.02 | 87.8 | — | |
| BaseModel Variant=Qwen3-VL Thinking, Online setting=true2026.02 | 83 | — | |
| GPT-4o2026.02 | 66.8 | — | |
| GPT-4oOnline setting=true2026.02 | 66.8 | — |