Markov chain calculations
Markov chain calculations to get the exact probabilities, which has these probabilities rounded to three decimals for up to 10 armies per side.
Dice
Although the full calculation to discover whether you will win a sequence of battles is difficult to make, it is easy to calculate the chances of winning any particular combination of attacker and defender dice.