A military official said the gunmen in vehicles topped with machine guns attacked the post on the road between the towns of Tarhuna and Bani Walid.
The Libya News Agency said another five soldiers were wounded.
Libya has been hit by a months-long wave of attacks targeting military officers, activists, judges and security agents.
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