Zero-shot VLMs reproduce aggregate human annotations on dwarf galaxy detection but exhibit high per-example variability and unreliable self-reported confidence.
Radio Astronomy in the Era of Vision-Language Models: Prompt Sensitivity and Adaptation.arXiv e-prints, art
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Do Vision-Language Models See Dwarf Galaxies the Way We Do?
Zero-shot VLMs reproduce aggregate human annotations on dwarf galaxy detection but exhibit high per-example variability and unreliable self-reported confidence.