As you noted, it depends on which program you are using. Some airlines (JetBlue and Southwest come to mind) change the number of points they charge as the $ price changes while other airlines use a chart where the cost in miles will generally stay the same.

The easiest way to find out is to research the specific airline you are interested in, either by going to the airlines' website, or going to the airline specific area here on Flyertalk.