A Comparative Study in Surgical AI: Potential and Limitations of Data, Compute, and Scaling

In three linesComparative study on surgical AI: multi-billion parameter Vision Language Models fail at neurosurgical tool detection despite extensive training. Scaling experiments show diminishing improvements. Obstacles persist across architectures, suggesting data and compute alone are insufficient.

Summary generated by Claude — human-verified