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In-the-wild model generalization on Human Bench Text-based Demo

23.4NSEQwen3VL-32B
21.6433.5245.457.28Jan 21, 2026

Evaluation results

MethodLinks
Qwen3VL-32BModel Scale=32B, Batch Size=402026.0123.477.90.1
Qwen2.5VL-72BModel Scale=72B, Batch Size=402026.0123.875.31.9
Qwen3VL-8BModel Scale=8B, Batch Size=402026.012569.30.1
Qwen3VL-4BModel Scale=4B, Batch Size=402026.0125.768.50
Intern3.5-VL-38BModel Scale=38B, Batch Size=402026.0125.959.77.7
Qwen2.5VL-32BModel Scale=32B, Batch Size=402026.0126.770.50.2
Qwen2.5VL-7BModel Scale=7B, Batch Size=402026.0129.358.711.4
Intern3.5-VL-8BModel Scale=8B, Batch Size=402026.0129.555.72.6
Intern3.5-VL-14BModel Scale=14B, Batch Size=402026.013053.80.6
ProgressLM-RL-3BModel Scale=3B, Training Protocol=RL, Batch Size=402026.0130.94611.3
ProgressLM-SFT-3BModel Scale=3B, Training Protocol=SFT, Batch Size=402026.0132.449.65.8
Intern3.5-VL-4BModel Scale=4B, Batch Size=402026.0133.635.30.9
Qwen2.5VL-3BModel Scale=3B, Batch Size=402026.0152.717.223.8
Qwen3VL-2BModel Scale=2B, Batch Size=402026.0167.45.60