It allows more people to do it as a career if the funding goes partially towards salaries. That goes a long way towards making more progress in more fields.
It takes a whole lot of implementation and organisation to make any innovation tangible, so in some ways a bigger overall society slows things down as much as you gain from the total number of researchers.
Competition from foreign societies is also a part of this.