Humberside Police is appealing for information on the whereabouts of Frederick Addo Boateng.
The appeal for information on the Ghanaian national man is part of a review of cold cases.
Detective Sergeant Stuart Fox said: “The original investigation relates to an incident in January, 2014, when a Goole woman was raped by a man during a date.
“Our teams arrested Frederick Boateng at the time. However, he failed to answer bail and has been charged in his absence.
“Despite extensive ongoing enquiries we have been unable to trace him.
“We believe that he is still in the UK and it is believed he uses a number of aliases including Nana Kuffour, Sean Frimpong and Sean Friagpon.
“He is now 36-years-old. He’s described as black, around 5ft 8in tall with a tattoo of an eagle on his right arm.
If you believe you can help, please call police on the non-emergency 101 line, quoting crime reference number 16/66308/17.