According to Google AI yes but the answer is a little vague
Yes, the light spectrum of an LED does dim when dimmed, but the extent of the change depends on the type of LED and dimming technology used; static white LEDs show little to no spectrum shift, while others like tunable or full-spectrum lights can shift towards warmer colors to mimic a natural dimming effect, making the light less blue and more red/yellow.