The fight happened near the Woodside Houses just after 2:45 p.m.
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Video of the incident appears to show the 37-year-old man approach a a man, who was riding a scooter, and a woman, who was walking a dog, from behind and appearing to attack them.
The man and woman seem to either know who he is, or at least, what he is up to and they turn the tables, beating and stabbing him several times.
The man was taken to Elmhurst Hospital to be treated for non-life-threatening injuries.
Police are looking to talk to the man and woman.
This is breaking news. This story will be updated as more information becomes available.
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