\documentclass[varwidth=598pt]{standalone} \usepackage{booktabs} % professional-quality tables \usepackage{multirow} % multi-row cells in tables \usepackage{colortbl} % color for tables (\cellcolor, \rowcolor) \usepackage[table]{xcolor} % enhanced colors for tables \usepackage{array} % more flexible column formats (often used) \usepackage{tabularx} % for tables with auto-stretch columns (if used) \usepackage{graphicx} % for images in tables or figure/table floats \usepackage{amssymb} % math symbols \usepackage{amsmath} % math environments \usepackage{soul} % highlighting (used for colored text/cells) \usepackage[normalem]{ulem} % underlining, strikethroughs \usepackage[T1]{fontenc} % font encoding \usepackage[utf8]{inputenc}% input encoding (legacy, fine for pdflatex) \usepackage{microtype} % better text appearance \usepackage{hyperref} % hyperlinks \usepackage{textcomp} % for extra symbols \usepackage{enumitem} % for compact lists (if used in table notes) \usepackage{adjustbox} \usepackage{tabu} \usepackage{pifont} % http://ctan.org/pkg/pifont \usepackage{bbding} % \XSolidBrush \usepackage{makecell} \begingroup \makeatletter \renewcommand{\fnum@table}{}% \long\def\@makecaption#1#2{% \vskip\abovecaptionskip \centering #2\par \vskip\belowcaptionskip } \makeatother \begin{document} \begin{table} \centering \begin{adjustbox}{max width=\textwidth} \begin{tabular}{c|cc|cc|cc|cc} \toprule \multirow{2}{*}{Methods} & \multicolumn{2}{c|}{CoLA} & \multicolumn{2}{c|}{STS-B$^\ddagger$} & \multicolumn{2}{c|}{MRPC} & \multicolumn{2}{c}{RTE} \\ & Mcc & Time & Pcc & Time & Acc & Time & Acc & Time \\ \midrule RD & +1.8 & $\times$1.42 & +0.3 & $\times$1.38 & +2.7 & $\times$1.31 & +3.9 & $\times$1.42 \\ AA & +3.3 & $\times$1.42 & +0.1 & $\times$1.48 & +2.9 & $\times$1.94 & +3.9 & $\times$1.58 \\ GA & +4.3 & $\times$3.58 & +0.5 & $\times$1.95 & +3.4 & $\times$4.13 & +4.3 & $\times$4.50 \\ IGA & +3.5 & $\times$99.61 & +0.8 & $\times$15.00 & +3.4 & $\times$110.12 & +3.6 & $\times$125.67 \\ \bottomrule \end{tabular}} \end{adjustbox} \caption{Table 7: Results of performance and computational cost of \textsc{AD-Drop} with different masking strategies (GA, IGA, AA, and RD) relative to the original fine-tuning. The symbol $\ddagger$ means \textsc{AD-Drop} is only applied in the first layer. BERT is chosen as the base model.} \end{table} \end{document}