If there is a one-many relationship between the inputs and targets in the training data, then it is not possible for any mapping of the form to perform perfectly. It is straightforward to calculate the average target. Any given network might or not be able to approximate this mapping well, but when trained as well as possible it will form its best possible approximation to this mean.
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