Paper LaTeX files often contain surprising details. When a paper lacks code, looking at latex source has become a part of my reproduction workflow. The comments often reveal non-trivial insights. Often, they reveal a simpler version of the methodology section (which for poor "novelty" purposes is purposely obscured via mathematical jargon).