alabnii/sciclaimeval-shared-task huggingface dataset:
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\begin{table}
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\toprule
Methods & CoLA & STS-B & MRPC & RTE \\
\midrule
BERT$_{\rm{base}}$ & 60.3 & 89.9 & 85.1 & 70.8 \\
$\;\,$+\textsc{AD-Drop} (GA) & {64.6} & 90.4 & {88.5} & {75.1} \\
\quad\textit{r/w} IGA & 63.8 & {90.7} & {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 & \textbf{72.1} & \textbf{94.4} & \textbf{92.3} & \textbf{87.5} \\
\midrule
RoBERTa$_{\rm{base}}$ & 64.8 & 90.9 & 90.7 & 79.4 \\
$\;\,$+\textsc{AD-Drop} (GA) & 66.8 & 91.4 & {92.2} & {84.1} \\
\quad\textit{r/w} IGA & {68.1} & {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 & {92.2} & 82.0 \\
\quad\textit{r/w} gold labels & 66.4 & - & 91.2 & 82.0 \\
\quad\textit{w/o} cross-tuning & \textbf{75.3} & \textbf{96.3} & \textbf{97.4} & \textbf{89.5} \\
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\caption{Table 2: Results of ablation studies, in which \textit{r/w} means ``replace with'' and \textit{w/o} means ``without''.}
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