====== Sophistication ======

Sophistication refers to the appearance or quality of refinement, complexity, or advanced development—but its meaning depends heavily on context:

🧠 In Academia or Technology
Sophistication is often used to describe systems or models that appear complex, nuanced, or technically advanced.
However, sophistication does not guarantee usefulness, clarity, or effectiveness.

🔎 Critical nuance:
In scientific or clinical work, sophistication can mask overfitting, obscurity, or impracticality when used as a proxy for value.

📚 In Language or Behavior
Describes worldliness, elegance, or cultural refinement. A sophisticated person may seem polished, educated, or cosmopolitan.

🚨 As a Warning in Critical Reviews
"The model's sophistication is superficial—it dazzles but does not deliver."
This suggests ornamental complexity, i.e., sophistication that serves ego, not function.