Methods, systems, and devices for memory device with enhanced data reliability capabilities are described. For a write operation, a memory device may receive a write command from a host device indicating a first set of data. The memory device may determine to operate in first mode of operation associated with a reliability above a threshold and generate a second set of data to store with the first set of data based on operating in the first mode of operation. For a read operation, the memory device may identify that a read command received from a host device is associated with the first mode of operation. Based on operating in the first mode of operation, the memory device may select one or more reference thresholds (e.g., a subset of reference thresholds) to retrieve the first set of data and transmit the first set of data to the host device.