A Reuters reporter was among those killed.
Russia has been fighting separatists in the mainly Muslim northern Caucasus region of Chechnya since it first tried to break away in the 1990s. Moscow reimposed its rule in the capital Grozny in a 1999 invasion ordered by Putin, but guerrilla resistance continues.
Chechen rebels have also launched attacks in the Russian heartland, including Moscow.
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