Success in Simple Tasks: O1 Preview achieved perfect scores in some simpler tasks, such as the "Blocks World" challenge, significantly outperforming both GPT-4 and O1 Mini.
Struggles with Complexity: Despite improvements, all models, including O1 Preview, struggled with more complex spatial reasoning tasks. The "Floor Tile" and "Termes" challenges, which involve multi-dimensional planning, proved particularly difficult.
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