The Indian National Congress split into extremists (led by Tilak) and moderates (led by Gokhale) at the Surat Session in 1907. The split occurred over methods of achieving independence - moderates favored constitutional methods while extremists demanded swaraj. Banaras, Pune, and Bombay sessions did not see this formal split.