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The Love EP received generally positive reviews from music critics. At Metacritic, which assigns a normalised rating out of 100 to reviews from mainstream publications, the album received an average score of 69, based on six reviews. Andy Kellman of AllMusic viewed the EP as "a light stop-gap to hold fans over until Rae's third album", adding that "it's all the more enjoyable to hear the singer indulge herself and have a little fun with a set of favorites." Zach Gase of Okayplayer commended Bailey Rae for her versatility and wrote that "here really isn't a weak moment on The Love EP." Greg Kot of Entertainment Weekly noted that Bailey Rae sounds "spunkier" than usual on the EP, citing her rendition of "Que Sera Sera" as a highlight.
Frank Mojica of Consequence of Sound stated, "While every cover on The Love may not be exceptional, Corinne Bailey Rae once again exhibits remarkable vocal and musical range." David Mine of PopMatters named "Que Sera Sera" the standout track of the EP, but felt that "lsewhere, results are mixed", concluding, "If nothing else, Rae is to be commended for branching out and trying new styles, but it's that final song that really makes this record worthwhile."