The invention relates to formulations including a combination of an active herbicide, in particular, a cyclohexanedione oxime herbicide, and a stabilizer. The formulations, for example, have improved stability. The invention further relates to methods for controlling weeds. The invention additionally provides methods for producing a stabilized herbicidal composition.