Visualization for Machine Learning or VIS4ML can help developers better design, train, and understand their models. A recent paper available on preprint service ArXiv.org and accepted for publication at IEEE VIS, by a faculty fellow at Stanford HAI, finds that researchers in this space are making inappropriately broad claims about their tools' applicability.