quantitative.tex (3767B)
1 \begin{tabular}[b]{c c c r r r r r r r} 2 \toprule 3 \multirow{2}{*}{Dataset} & \multicolumn{2}{c}{Model} & \multicolumn{3}{c}{\bcubed} & \multicolumn{3}{c}{V-measure} & \multirow{2}{*}{\textsc{ari}} \\ 4 \cmidrule(lr){2-3}\cmidrule(lr){4-6}\cmidrule(lr){7-9} 5 & Classifier & Reg. & \fone & Prec. & Rec. & \fone & Hom. & Comp. & \\ 6 \midrule 7 \multirow{8}{*}{\nytfb} & rel-\textsc{lda} & & 29.1 & 24.8 & 35.2 & 30.0 & 26.1 & 35.1 & 13.3 \\ 8 & rel-\textsc{lda}1 & & 36.9 & 30.4 & 47.0 & 37.4 & 31.9 & 45.1 & 24.2 \\ 9 & Linear & \loss{vae reg} & 35.2 & 23.8 & 67.1 & 27.0 & 18.6 & 49.6 & 18.7 \\ 10 & \textsc{pcnn} & \loss{vae reg} & 27.6 & 24.3 & 31.9 & 24.7 & 21.2 & 29.6 & 15.7 \\ 11 & Linear & \(\loss{s}+\loss{d}\) & 37.5 & 31.1 & 47.4 & \strong{38.7} & 32.6 & 47.8 & 27.6 \\ 12 & \textsc{pcnn} & \(\loss{s}+\loss{d}\) & \strong{39.4} & 32.2 & 50.7 & 38.3 & 32.2 & 47.2 & \strong{33.8} \\ 13 & \bertcoder\(^\dagger\) & \(\loss{s}+\loss{d}\) & 41.5 & 34.6 & 51.8 & 39.9 & 33.9 & 48.5 & 35.1 \\ 14 & \bertcoder\(^\dagger\) & Self\textsc{ore}\(^\dagger\) & \emph{49.1} & 47.3 & 51.1 & \emph{46.6} & 45.7 & 47.6 & \emph{40.3} \\ 15 \midrule 16 \multirow{8}{*}{\trexspo} & rel-\textsc{lda} & & 11.9 & 10.2 & 14.1 & 5.9 & 4.9 & 7.4 & 3.9 \\ 17 & rel-\textsc{lda}1 & & 18.5 & 14.3 & 26.1 & 19.4 & 16.1 & 24.5 & 8.6 \\ 18 & Linear & \loss{vae reg} & 24.8 & 20.6 & 31.3 & 23.6 & 19.1 & 30.6 & 12.6 \\ 19 & \textsc{pcnn} & \loss{vae reg} & 25.3 & 19.2 & 37.0 & 23.1 & 18.1 & 31.9 & 10.8 \\ 20 & Linear & \(\loss{s}+\loss{d}\) & 29.5 & 22.7 & 42.0 & 34.8 & 28.4 & 45.1 & 20.3 \\ 21 & \textsc{pcnn} & \(\loss{s}+\loss{d}\) & \strong{36.3} & 28.4 & 50.3 & \emph{\strong{41.4}} & 33.7 & 53.6 & \strong{21.3} \\ 22 & \bertcoder\(^\dagger\) & \(\loss{s}+\loss{d}\) & 38.1 & 30.7 & 50.3 & 39.1 & 37.6 & 40.8 & 23.5 \\ 23 & \bertcoder\(^\dagger\) & Self\textsc{ore}\(^\dagger\) & \emph{41.0} & 39.4 & 42.8 & \emph{41.4} & 40.3 & 42.5 & \emph{33.7} \\ 24 \midrule 25 \multirow{8}{*}{\trexds} & rel-\textsc{lda} & & 9.7 & 6.8 & 17.0 & 8.3 & 6.6 & 11.4 & 2.2 \\ 26 & rel-\textsc{lda}1 & & 12.7 & 8.3 & 26.6 & 17.0 & 13.3 & 23.5 & 3.4 \\ 27 & Linear & \loss{vae reg} & 9.0 & 6.4 & 15.5 & 5.7 & 4.5 & 7.9 & 1.9 \\ 28 & \textsc{pcnn} & \loss{vae reg} & 12.2 & 8.6 & 21.1 & 12.9 & 10.1 & 18.0 & 2.9 \\ 29 & Linear & \(\loss{s}+\loss{d}\) & 19.5 & 13.3 & 36.7 & \strong{30.6} & 24.1 & 42.1 & \strong{11.5} \\ 30 & \textsc{pcnn} & \(\loss{s}+\loss{d}\) & \strong{19.7} & 14.0 & 33.4 & 26.6 & 20.8 & 36.8 & 9.4 \\ 31 & \bertcoder\(^\dagger\) & \(\loss{s}+\loss{d}\) & 22.4 & 17.6 & 30.8 & 31.2 & 26.3 & 38.3 & 12.3 \\ 32 & \bertcoder\(^\dagger\) & Self\textsc{ore}\(^\dagger\) & \emph{32.9} & 29.7 & 36.8 & \emph{32.4} & 30.1 & 35.1 & \emph{20.1} \\ 33 \bottomrule 34 \end{tabular}