Can you get rid of privet without using chemicals?

You can, but you will need to pull the plant up by the roots. If it is too large to pull up easily by hand, there are some lever devices you can use to help.
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Related Resources:
Invasive Privet
Controlling Non-Native Invasive Plants in Ohio Forests: Privet