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MS Word does not show text in EPS created with matplotlib

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I created a EPS file with matplotlib 1.4.2 and python 2.7. But when I paste the file in Microsoft Word (Word 2013), it doesn't show the text in the figure. However, when I convert the word doc to PDF file, the text is come back.

I also tried maplotlib.rcParams and matplotlib.use("xxx") but it can't get it working.

python matplotlib ms-word eps
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