For an airline joining an alliance, the larger the alliance already is, the better, because that will mean more additional customers flying them because of the alliance.

For airlines in the alliance I think that the larger the alliance the less the benefit of each new airline joining because of more partners to share the additional passengers with, but there should still be a benefit, however small, for each new partner.