\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}{lcccc} \toprule Methods & CoLA & STS-B & MRPC & RTE \\ \midrule BERT$_{\rm{base}}$ & 60.3 & 89.9 & 85.1 & 70.8 \\ $\;\,$+\textsc{AD-Drop} (GA) & \textbf{64.6} & 90.4 & \textbf{88.5} & \textbf{75.1} \\ \quad\textit{r/w} IGA & 63.8 & \textbf{90.7} & \textbf{88.5} & 74.4 \\ \quad\textit{r/w} AA & 63.6 & 90.0 & 88.0 & 74.7 \\ \quad\textit{r/w} RD & 62.1 & 90.2 & 87.8 & 74.7 \\ \quad\textit{r/w} gold labels & 63.2 & - & 88.0 & 74.4 \\ \quad\textit{w/o} cross-tuning & 62.1 & 90.4 & 87.3 & 71.5 \\ \midrule RoBERTa$_{\rm{base}}$ & 64.8 & 90.9 & 90.7 & 79.4 \\ $\;\,$+\textsc{AD-Drop} (GA) & 66.8 & 91.4 & \textbf{92.2} & \textbf{84.1} \\ \quad\textit{r/w} IGA & \textbf{68.1} & \textbf{91.6} & 91.4 & 82.7\\ \quad\textit{r/w} AA & 66.3 & 91.5 & 91.2 & 82.3 \\ \quad\textit{r/w} RD & 66.5 & 91.5 & \textbf{92.2} & 82.0 \\ \quad\textit{r/w} gold labels & 66.4 & - & 91.2 & 82.0 \\ \quad\textit{w/o} cross-tuning & 67.3 & 91.3 & 90.4 & 80.5 \\ \bottomrule \end{tabular} \end{adjustbox} \caption{Table 2: Results of ablation studies, in which \textit{r/w} means ``replace with'' and \textit{w/o} means ``without''.} \end{table} \end{document}