It happened around 9 p.m. Thursday at a building on Long Beach Boulevard near Long Beach Polytechnic High School.
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After firefighters put out the fire, they found a man dead inside. Two women were rushed to the hospital where one of them died.
It's unclear if the victims were homeless and possibly using the abandoned building for shelter.
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The cause of the fire remains under investigation.