alabnii/sciclaimeval-shared-task huggingface dataset:
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\toprule \multirow{2}{*}{\textbf{Model}} & \multicolumn{3}{c|}{\textbf{Micro F1}} & \multicolumn{3}{c}{\textbf{Macro F1}} \\
\cmidrule(lr){2-4}\cmidrule(lr){5-7} & CF & IC & Skill & CF & IC & Skill \\
\midrule RF (TF-IDF multi-task) & 52.50 $\pm$ 3.11 & 74.59 $\pm$ 1.48 & 53.02 $\pm$ 8.39 & 20.43 $\pm$ 3.82 & 38.04 $\pm$ 1.65 & 49.77 $\pm$ 4.24 \\
BERT (multi-task) & 59.69 $\pm$ 4.95 & 79.02 $\pm$ 1.39 & 59.60 $\pm$ 8.97 & 34.34 $\pm$ 11.0 & 46.29 $\pm$ 6.84 & 59.23 $\pm$ 10.3 \\
\midrule GCN without BERT & 55.70 $\pm$ 5.77 & 70.06 $\pm$ 4.38 & 19.37 $\pm$ 4.63 & 17.86 $\pm$ 1.19 & 27.45 $\pm$ 1.00 & 4.04 $\pm$ 0.81 \\
GAT without BERT & 56.89 $\pm$ 1.16 & 71.27 $\pm$ 2.42 & 23.24 $\pm$ 8.39 & 18.13 $\pm$ 0.24 & 27.74 $\pm$ 0.55 & 4.65 $\pm$ 1.34 \\
GraphSage without BERT & 56.86 $\pm$ 2.08 & 70.04 $\pm$ 2.63 & 14.39 $\pm$ 1.27 & 20.19 $\pm$ 4.00 & 27.45 $\pm$ 0.60 & 3.14 $\pm$ 0.24 \\
\midrule CFiCS GCN with ClinicalBERT & 74.53 $\pm$ 16.62 & 86.30 $\pm$ 9.05 & 91.36 $\pm$ 14.97 & 66.06 $\pm$ 21.02 & 74.79 $\pm$ 17.69 & 88.63 $\pm$ 19.68 \\
CFiCS GAT with ClinicalBERT & 91.98 $\pm$ 12.33 & 93.21 $\pm$ 10.2 & 93.83 $\pm$ 10.69 & 82.39 $\pm$ 27.45 & 89.35 $\pm$ 14.99 & 92.18 $\pm$ 13.55 \\
\midrule CFiCS with ClinicalBERT (\textbf{ours}) & \textbf{95.04} $\pm$ \textbf{7.00} & \textbf{100.0} $\pm$ \textbf{0.00} & 96.30 $\pm$ 6.42 & \textbf{88.95} $\pm$ \textbf{16.14} & \textbf{100.0} $\pm$ \textbf{0.00} & 96.09 $\pm$ 6.78 \\
CFiCS with BERT (\textbf{ours}) & \textbf{95.04} $\pm$ \textbf{5.33} & 97.53 $\pm$ 4.28 & \textbf{96.89} $\pm$ \textbf{3.84} & 84.24 $\pm$ 16.43 & 95.88 $\pm$ 7.13 & \textbf{97.14} $\pm$ \textbf{3.44} \\
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\caption{Table 1: Three-fold cross-validation micro and macro F1 scores.}
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