On 21 May 1995, the College Resource Centre was opened. The three-storey building housed the Resource Library, the Computer Centre, the AVA Room and seminar rooms. In 1997, Nanyang Junior College was selected to be the second college in Singapore to offer the Art Elective Programme (AEP). From 15 January 1999, Nanyang Junior College joined Hwa Chong Junior College and Temasek Junior College as the third pre-university centre in Singapore to offer the Chinese Language Elective Programme (C-LEP). This came as a recognition of the efforts made by the college in maintaining its Chinese heritage and culture since its founding.