Methods and apparatus are provided for more efficiently implementing error checking code circuitry on a programmable chip. In one example, Cyclic Redundancy Check (CRC) exclusive OR (XOR) circuitry is decomposed to allow efficient implementation on lookup tables (LUTs) of various sizes on a device. XOR cancellation factoring is used to break up wide CRC XORs into blocks that fit in various LUTs while maintaining focus on minimizing logic depth and logic area. Simulated annealing is used to further reduce logic area cost.