Music app not showing Artists

I'm using a first generation iPad with ios 5. I'm having trouble displaying the artist names in the Music app. I already checked all the tags and made sure that the albums are not compilations. I have 4 albums on my iPad and only one of them shows the Artist name. I have no idea why the other albums are not showing the Artist. Please let me know how I can fix this. Thanks.