The small 5 watt brick does not state the wattage on it and comes with two model numbers; A1385 which is for an iPad and A1265 which is for a iPhone or iPod.
The large 10 & 12 watt bricks state the wattage but do not have a model number!
The Apple iPad user guide applicable to ALL models discusses charging on page 35 & 36. Please take a look and tell me what charger YOU would use based on the information provided.
http://manuals.info.apple.com/MANUALS/1000/MA1595/en_US/ipad_user_guide.pdf#page 35
It should note that when I had Apple tele support on the phone last week not once did they ask how I was charging my iPad.
I have only had one instance of short battery life. I use my iPad for Mail, web, and a lot of reading. I keep the screen brightness at ~50% for better reading.
If you have a short battery life and have not done so, do a complete back up to iCloud, hook your iPad via USB to a computer with iTunes, do a complete reset wiping all data, when setting it back up be sure to select Restore from Back Up. Note that there was an update that came with this when I did the same. This update did not previously show as available even when I manually checked for an update.
Then use only the 12watt charger and see if that improves the situation.