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Multimodal Reasoning on VLM are Blind

92.1Pass@1Seed 1.5-VL
48.73259.99171.2582.509May 11, 2025

Evaluation results

MethodLinks
Seed 1.5-VLthinking=true, decoding=greedy2025.0592.1
Seed 1.5-VLthinking=false, decoding=greedy2025.0590.8
Gemini 1.5 Prothinking=true, decoding=greedy2025.0584.3
Claude 3.7 Sonnetthinking=true, decoding=sampling2025.0569
Qwen 2.5-VL 72Bthinking=false, decoding=greedy2025.0569
OpenAI o1thinking=true, decoding=greedy2025.0557
GPT-4othinking=false, decoding=greedy2025.0550.4