Correct answer: Increases
For concentric spheres the gap is uniform, giving a fixed thermal resistance. When the spheres become non-concentric, the inner sphere moves closer to the shell on one side; the gap there shrinks, and since thermal resistance of a layer is inversely related to how short the conduction path is, that thinner region conducts disproportionately more heat. The increased conduction on the close side outweighs the reduced conduction on the far side, so the net thermal resistance falls and the overall rate of heat transfer increases.