Sounds like a unstable connection or power supply.
check all connections
monitor the power supply voltage as well as the voltage divider voltage with the scope
is your measurement equipment floating? best connect everything to the same ground potential
if you want to determine the temp accurately, better use the steinhart equation: http://www.resistorguide.com/ntc-thermistor/