model,specification,r2,adj_r2,aic,bic,k,n,delta_r2_vs_A
A,Structural only,0.45246270355216167,0.4522703602395922,26164.52607046235,26218.748582998487,6,17087,0.0
B,+ Description length,0.46473670896482555,0.46451732591914097,25779.132645863716,25841.1012316193,7,17087,0.01227400541266388
C,+ Semantic similarities (20),0.4961715700941399,0.4954037190286328,24782.976736903176,24992.12071382828,26,17087,0.04370886654197825
D,Full model (B + C),0.5122282152161219,0.511456198205209,24231.56040203926,24448.450452183813,27,17087,0.05976551166396027
E,Parsimonious (significant only),0.5117854070125694,0.5111273201791455,24239.065258388884,24424.971015655643,23,17087,0.05932270346040769