Auto-tracking bit line reference schemes have common reference and normal word lines and generate a “½ cell current” reference by providing reference bit lines with pull-up devices having a different effective size from the pull-up devices for bit line or by programming reference cells to different levels. To provide a true “current mirror” connection of the pull-up devices of bit line and one or more reference bit lines, an additional bias bit line causes currents through the pull-up devices for the selected bit line and the reference bit lines to mirror current through the pull-up device for the bias bit line. Embodiments of the invention can be used with binary and multiple-bit-per cell memory and with a variety of sense amplifiers, memory array architectures, and memory cell structures.