AzureMaps lands in Kings Park, on the North shore of Long Island. The point locations of the other geocoders do not represent any ‘official’ place (e.g. city hall, a court):
Nominatim: Bedford Ave. near Kings Theatre
GoogleV3: intersection of Brooklyn and Atlantic avenues
ArcGis: (center of box).