"…for a supposed comeback attempt, R.E.M. doesn't seem desperate to be loved here. Much of Accelerate actually sounds fired-up and angry: ‘Living Well Is the Best Revenge’ is an aggressive opening salvo, the oblique narrative of ‘Mr. Richards’ finds Stipe at his most effectively political, and the gritty, double-speed ‘Horse to Water’ is the album's most self-critical song… If it isn't able to recapture the post-punk energy of Reckoning, the political fury of Life's Rich Pageant, or the epic scope of Automatic for the People, the album, at the very least, finds the band playing to its strengths rather than attempting to explore an increasingly thin artistic mythology. That alone justifies Accelerate's positive buzz, even if the album doesn't quite support the magnitude of it.”