CANBERRA, Australia—Catholic bishops here said they oppose laws requiring priests to break the “seal of confession” when told of possible sexual abuse.

The Australian Catholic Bishops Conference, which represents the church’s senior leadership, said almost all the recommendations from a judicial inquiry into child sexual abuse in institutions including churches and schools are acceptable. But the bishops rejected weakening the seal, which bars priests from revealing anything they learn while hearing confessions.

Irish...