In a 2011 retrospective, James Weiskittel, in his ranked list of 15 of R.E.M.'s studio albums for his website Generation Mixtape, placed
New Adventures in Hi-Fi at #8 and considered "Bittersweet Me" a highlight. He called the song a "fuzz-drenched anthem" which "plays like a tighter/better version of '
Bang and Blame'" from the
Monster album. Like many other critics, Weiskittel singled out the lines "I'd sooner chew my leg off than be trapped in this / How easy you think of all of this as bittersweet me," naming them his "Favorite Lyric and/or Moment" of the album. Trevor James Zaple argues that the music is, as the album title suggests, "a cleaner, bigger R.E.M. side that begins the lean towards
adult contemporary sounds. Stipe leaves the mumble and mystique of his youth behind for good, finally projecting his voice," which "lends real weight" to "Bittersweet Me." The album enjoyed further positive attention during the 25th anniversary of its release in 2021. Critics, in several retrospective reviews, compared the record with others by R.E.M. and considered how "Bittersweet Me" fit thematically into the album's production, in light of the facts that the band members had faced personal hardships and that it was recorded during their tours for the previous album,
Monster. Tim Peacock suggests that the theme of "eschewing the trappings of fame frequently recurred throughout
New Adventures... with Stipe admitting, 'I'd rather chew my leg off than be trapped in this,' during the otherwise bracing 'Bittersweet Me." Kevin Korber of Spectrum Culture, praising the tonal diversity of the album, writes, "There are more crowd-pleasing songs, for sure: 'The Wake-Up Bomb' and 'So Fast, So Numb' hint at a version of
Monster where the band focused on tight, punchy
glam rock rather than sludgy guitar pedal workouts, and 'Bittersweet Me' is perhaps the perfect, archetypal R.E.M. song for this version of the band. That these songs all appear on the same album is one thing; that they coexist in the way that they do is something truly impressive." A reviewer for Sputnik Music, calling it a "great" album, writes that "'The Wake Up Bomb' and 'Bittersweet Me', while nothing especially crazy, are also enjoyable rockers and worth holding onto. 'Bittersweet Me' in particular boasts some classic R.E.M. jangle in its verses and some very satisfying guitar crunch in its choruses." Stephen Thomas Erlewine likewise thought the song sounded like early R.E.M., saying that "the chiming opening riff of 'Bittersweet Me' sounds like it was written in 1985." Ruck Cohlchez calls the song "a
hooky single," and points to the lyric "I'd sooner chew my leg off than be trapped in this" as an example of the energy but also "the ambivalence of touring and the exhaustion, that show up throughout the album." Stephan Wyatt of Albumism considers the lyrics intriguing: ==Track listings==