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Puzzle Reasoning on FrozenLake

82Success Rate

o4-mini

Updated 28d ago

Evaluation Results

Method	Links
o4-mini 2026.05		82
Claude 4.5 Sonnet 2026.05		80
GLANCE-Full 2026.05		78
Gemini 2.5 Pro 2026.05		78
GLANCE-Base 2026.05		73
VAGEN-Full 2026.05		72
VAGEN-Base 2026.05		71
GLANCE w/ Turn-PPO 2026.05		70
Claude 3.7 Sonnet 2026.05		69
Turn-PPO w/ Mask 2026.05		68
GRPO w/ Mask 2026.05		57
GPT-4o 2026.05		54
Qwen2.5-VL-72B 2026.05		44
Vanilla-PPO 2026.05		21
VLM-R1-3B 2026.05		15
Qwen2.5-VL-7B 2026.05		14
Qwen2.5-VL-3B 2026.05		14