I think you'd find that the "arb" opportunity you see is actually the consensus for the probability that the dividend is downgraded in the time necessary to profit from the arb. So diversifying would just make it more likely you achieved exactly zero expected value profit.
Most of it is financing related - something that retail traders underestimate.