I am doing my very first machine learning project and am hoping to follow the word intrusion and topic intrusion human judgement/validation tasks outlines by Chang, et al 2009 <- https://proceedings.neurips.cc/paper/2009/file/f92586a25bb3145facd64ab20fd

can someone please break down these equations for me/ provide hypothetical numbers to plug in? thank you so much: