alabnii/sciclaimeval-shared-task huggingface dataset:
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& 20News & R8 & AGNews & BBCNews & Classic3 & Classic4 & DBpedia & Ohsumed \\
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BERT$_\text{base}$ & 87.11 & 90.08 & 87.59 & 98.19 & 99.61 & \underline{98.52} & 97.38 & \underline{67.09} \\
RoBERTa$_\text{base}$ & \underline{87.36} & \textbf{91.19} & \underline{88.33} & \underline{98.62} & \underline{99.75} & 98.19 & 97.26 & \textbf{67.42} \\
SBERT+LR & 87.26 & 89.22 & 88.05 & \textbf{99.06} & 99.61 & 98.32 & 97.01 & 67.05 \\
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{SB+$F_{\text{APPNP}}$+LR} & 80.7 & 89.94 & \textbf{89.78} & 95.51 & \textbf{100.0} & \textbf{98.58} & \underline{97.84} & 56.48 \\
{SB+$F_{\text{DGC}}$+LR} & 85.48 & 89.42 & 88.06 & 96.73 & 99.16 & 96.47 & \textbf{98.22} & 58.11 \\
{SB+$F_{\text{S²GC}}$+LR} & 83.35 & 90.22 & 86.25 & \underline{98.62} & 99.61 & 98.19 & 97.33 & 62.87 \\
{SB+$F_{\text{SGC}}$+LR} & 83.35 & 90.22 & 86.25 & \underline{98.62} & 99.61 & 98.19 & 97.33 & 62.87 \\
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\caption{Table 4: Classification results in terms of F1 score on the eight data sets.}
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