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Introduces Autoregressive Mosaics (AM-Bench), a benchmark to evaluate whether text-only LLMs have genuine 2D spatial reasoning abilities, distinct from code generation. Findings show spatial reasoning varies among models and is influenced by output medium like SVG vs. code.