The attackers opened fire with long-range shotguns from a delivery car near a viaduct then fled, Dogan News Agency reported.
Anadolu news agency said two of the assailants were captured and a third was at large.
Officials said four soldiers were injured, two critically.
An initial investigation indicated the attackers may be Syrian, the news agency said.
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