FDNY says they responded to the scene at 102-30 Queens Boulevard just before 11 p.m. Sunday.
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Users took to social media, saying the fire sounded like a large explosion.
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One person who lives on Queens Boulevard says his building shook.
No injuries have been reported. There is no word on if the morning commute has been affected.