The attack occurred Shache County in the northwestern province, state-run Xinhua news agency reported.
Tianshan news website said that the attackers used vehicles, knives and explosives in the assault. It also claimed that the dead included 11 of the attackers branded as "mobsters" by state media.
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The region has experienced a spate of violent attacks in the last few years which China blames on the al-Qaeda-backed East Turkestan Islamic Movement (ETIM).
The violence in Xinjiang and some parts of the country have resulted in scores of deaths.
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