Explanation:
From Newton's second law, the net force equals the mass times acceleration.
∑F = ma
The acceleration of the box is caused by the horizontal component of the force. Applying Newton's law in the x direction:
F cos θ = ma
When the rope is horizontal, θ = 0, so cos θ = 1.
As θ increases, cos θ decreases. So the acceleration decreases.