Before revision:  We perform experiments to verify assumptions and validate theoretical results. Our theoretical insights motivate a simple alternative to the cross-entropy objective that performs well on some linear classification tasks.
After revision:  We experimentally verify various assumptions and theoretical findings, and also use insights from the analysis to design a new objective function that performs well on some linear classification tasks.