They were the first musicians to bet big on YouTube. But their approach continues to raise questions about what it means to be a band.

"A song which essentially expresses one idea — 'hot for you, baby'—was a little monochromatic for her," said Rolling Stone magazine contributing editor Anthony DeCurtis. "The rest of the stuff that's ...