The overflow flag is a processor status flag used in computer architecture to indicate when an arithmetic operation results in a value that exceeds the storage capacity of the designated register, specifically for signed integers. It helps in detecting errors in operations that involve signed arithmetic, ensuring that the result is within the representable range of values for the data type used.