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Expert clinical evaluation on 100 Cycles Expert Review

4.09AcceptabilityGPT-5.2 (VDSS)
2.38442.82723.273.7128May 22, 2026

Evaluation results

MethodLinks
GPT-5.2 (VDSS)Framework=VDSS (multi agent), Backbone=GPT-5.22026.054.094.464.154.11
NoPref (Ablation)Framework=VDSS (multi agent), Backbone=GPT-5.2, Ablation=No Preference2026.053.814.323.953.89
Gemini 3 Pro (VDSS)Framework=VDSS (multi agent), Backbone=Gemini 3 Pro2026.053.84.33.913.82
NoImg (Ablation)Framework=VDSS (multi agent), Backbone=GPT-5.2, Ablation=No Image2026.053.694.263.753.62
Qwen3-VL-235B (VDSS)Framework=VDSS (multi agent), Backbone=Qwen3-VL-235B2026.053.514.23.793.59
NoImgNoPref (Ablation)Framework=VDSS (multi agent), Backbone=GPT-5.2, Ablation=No Image & No Preference2026.053.54.153.613.46
Qwen3(VL)-8B (VDSS)Framework=VDSS (multi agent), Backbone=Qwen3-VL-8B2026.053.34.123.563.22
Gemini 3 ProFramework=Single model end to end, Backbone=Gemini 3 Pro2026.052.82.312.242.45
GPT-5.2Framework=Single model end to end, Backbone=GPT-5.22026.052.752.432.712.63
Qwen3-VL-235BFramework=Single model end to end, Backbone=Qwen3-VL-235B2026.052.532.172.192.3
Qwen3-VL-8BFramework=Single model end to end, Backbone=Qwen3-VL-8B2026.052.452.112.262.27