@maxdancona,
Well, I didn't just pick it up from a site. I know enough about nuclear weapons to teach a course on their design and function.
But I can link you to a site that confirms it:
http://nuclearweaponarchive.org/Library/Teller.html
Quote:The 2.45 MeV and 14.1 MeV neutrons that escape from the fusion fuel can also contribute greatly to bomb yield by inducing fission in the highly compressed fusion tamper. This extra boost can release most of the explosion energy, and commonly accounts for half of the yield of large fission-fusion-fission bombs and can reach at least 85% of the total yield.
I think I can explain it best in my own words though:
Thermonuclear weapons work by using the power of a fission device to compress fusion fuel. This requires a very heavy casing around that fusion fuel.
Fusion fuel releases a lot of its energy in the form of extremely energetic neutrons.
If the heavy casing around the fusion fuel is made of uranium, those energetic neutrons will fission a lot of those uranium atoms and double the yield of the weapon.
If you don't use uranium, the weapon isn't any lighter. You still need a heavy casing around the fusion fuel. But you lose all of the energy that you would have gotten from the fission of the uranium casing.