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Multimodal Reasoning on V*

89.5Pass@1Seed 1.5-VL
68.90874.25479.684.946May 11, 2025

Evaluation results

MethodLinks
Seed 1.5-VLthinking=false, decoding=greedy2025.0589.5—
Seed 1.5-VLthinking=true, decoding=greedy2025.0589—
Claude 3.7 Sonnetthinking=true, decoding=sampling2025.0586.4—
Qwen 2.5-VL 72Bthinking=false, decoding=greedy2025.0586.4—
Gemini 1.5 Prothinking=true, decoding=greedy2025.0579.1—
GPT-4othinking=false, decoding=greedy2025.0573.9—
OpenAI o1thinking=true, decoding=greedy2025.0569.7—
DAM-3Bmask=12025.10—45
GAR-8Bmask=12025.10—59.2
GAR-8Bmask=1, Training Data=w/ 600K General Data2025.10—62.3
PAM-3Bmask=12025.10—1.4
PerceptionLM-8Bmask=12025.10—69.1