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AstroPT reveals that galaxy properties emerge in a predictable order during training, offering a new lens to understand concept emergence in LLMs.
JetFormer outperforms other tokenization methods in reconstruction quality, but VQ-VAE shines in predicting galaxy physical properties, revealing critical trade-offs in scientific data representation.