Inoculation plots with accuracy on challenge tasks (red/circle solid lines) and original tasks (red/circle dashed lines) using the best aggregate model $M*a,k$ at each k challenge examples (x axis). The effect of using add-some inoculation is shown in the blue/square (x1 match) and black/triangle (x2 match) lines.