The reason it's recommended you avoid them is that if you catch salmonella from them it makes you very ill and this can be much worse when pregnant - if this leads to severe dehydration, which it can, then not good for you or baby.
I'm dying for a soft poached egg on toast but I'm choosing not to risk it - been ill enough already thanks!