The multinomial distribution is a generalization of the binomial distribution and models the probabilities of obtaining a specific combination of outcomes from a fixed number of independent trials, where each trial results in one of several categories. It is used in scenarios where each trial has more than two possible outcomes, such as rolling a die or conducting a survey with multiple response options.