From that point things started to get complicated. From that point things started getting complicated. To get is the normal form and would be best for everyday use.
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In grammar in use book, the bold part has been considered as correct answer. From that point things started to. So, i like getting/ to get to the station in plenty of time.
He did not succeed in getting the job though he tried his level best.
However book titles are allowed artistic license. Regarding the to getting forms, i. In your exact context, the real underlying implication is probably more don't go too fast for your dating partner rather than.for.