The binomial coefficients represent the coefficients on the terms in the expansion of $(x+y)^n$, but they can also be interpreted as choosing a subset of items from a set while disregarding the order of choice and disallowing repeated choices.
Multinomial coefficients are the coefficients in the expansion of $(x1+x2+...+x_m)^n$, but I have not yet been able to think of a "choose" related interpretation of multinomial coefficient in the same vein as the interpretation of binomial coefficients.
The only interpretation I know of is that of counting the number of strings with repeated letters, e.g. the number of rearrangements of MISSISSIPPI is the multinomial $\frac{11!}{1!4!4!2!}$. I suppose binomials can also be thought of as counting the number of strings with repeated letters, made out of only two letters, e.g. $6 \choose 4$ is the number of rearrangements of AAAABB.
But is there an interesting interpretation of multinomials in terms of forming subsets or otherwise "choosing" items in some way? I know it's not choosing elements disregarding order but allowing repeated choices; that problem is solved by multichoose aka stars and bars. So what could the interpretation of multinomials be?