The huge missing issue is direction. Songs are way more than just a 10 second style reference and lyrics. Even the most generic pop song from the 90s had recognizable choruses some repeated bars and some ebb and flow to the song that connected to the lyrics to make it interesting to the human ear. Right now the generated songs, as you noted, somewhat glitchy lyrics over a bland backing track that just sort of goes at one speed and note for the whole of the lyrics.
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The huge missing issue is direction. Songs are way more than just a 10 second style reference and lyrics. Even the most generic pop song from the 90s had recognizable choruses some repeated bars and some ebb and flow to the song that connected to the lyrics to make it interesting to the human ear. Right now the generated songs, as you noted, somewhat glitchy lyrics over a bland backing track that just sort of goes at one speed and note for the whole of the lyrics.