Unless the agreement is written in such a way that it stops at certain events such as parental leave or when long term sick leave starts the employer will have to continue making the payments while the individual is being paid by the employer.
Remember that under the rules for parental leave the employer is required to maintain their pension contributions at the level they were before the individual started parental leave. They should continue until paid parental leave ends.