I haven't tested in Firefox or Safari but these are the results from the inspector tool in each respective browser (the inspector tool is the same in both applications). They are both 'chromium' browsers using webkit to render.
As you can see, Chrome is taking over twice as long to load pages with more scripting time, relatively.
My computer is running more slowly than it should but a direct comparison of browsers still reveals a relatively longer load time in Chrome.
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