Kevin, your .68K capacitors are not 680uF. Instead they are 0.68uF which is 680nF.
5M x 0.68uF= 3.4 seconds. The K indicates a tolerance of 10%.
Your circuit is almost the same as my Standard Cmos Inverters Oscillator when I turn it around. Except it has an extra resistor and extra capacitor...