It happened in the southbound lanes of Interstate 95 early Friday morning.
Investigators say an SUV crashed into the back of a minivan, sending the van into a barrier where it caught fire.
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A 20-year-old man and a 35-year-old woman were killed.
Three other people were hurt, but police have not said how serious their injuries are.
The crash is still under investigation.
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