Address translation is fundamental to processor performance. Prior work focused on reducing Translation Lookaside Buffer (TLB) misses to improve performance and energy, whereas we show that even TLB hits consume a significant amount of dynamic energy.To reduce the energy cost of address translation, we first propose Lite, a mechanism that monitors the performance and utility of L1 TLBs, and adaptively changes their sizes with way-disabling. The resulting TLB Lite organization opportunistically reduces the dynamic energy spent in address translation by 23% on average with minimal impact on TLB miss cycles. To further reduce the energy and performance overheads of L1 TLBs, we also propose RMM Lite that targets the recently proposed Redundant Memory Mappings (RMM) address-translation mechanism. RMM maps most of a process's address space with arbitrarily large ranges of contiguous pages in both virtual and physical address space using a modest number of entries in a range TLB. RMM Lite adds to RMM an L1-range TLB and the Lite mechanism. The high hit ratio of the L1-range TLB allows Lite to downsize the L1-page TLBs more aggressively. RMM Lite reduces the dynamic energy spent in address translation by 71% on average. Above the near-zero L2 TLB misses from RMM, RMM Lite further reduces the overhead from L1 TLB misses by 99%.These proposed designs target current and future energyefficient memory system design to meet the ever increasing memory demands of applications.