According to the Toyota Camry Hybrid Repair Manual (page ME-52):

"The fuel level warning light will come on when the fuel level is below 9.8 liters."

This is ~2.6 US gallons. This confirms the measurements made and reported by many TCH owners, that the fuel remaining when the warning light comes on is between 2 and 3 US gallons.

Stan