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. 2024 Nov 28;10:e2536. doi: 10.7717/peerj-cs.2536

Table 5. F1-score results of our proposed ConBGAT model with the fifteen compared baseline models on the SROIE, FUNSD and CORD datasets.

Model SROIE FUNSD CORD
BERTBASE 90.99 60.26 89.68
BERTLARGE 92.00 65.63 90.25
UniLMv2BASE 94.59 68.90 90.92
UniLMv2LARGE 94.88 72.57 92.05
LayoutLMBASE 94.38 78.66 94.72
LayoutLMLARGE 95.24 78.95 94.93
LayoutLMv2BASE 96.25 82.76 94.95
LayoutLMv2LARGE 96.61 84.20 96.01
LayoutLMv2LARGE(excludingOCRmismatch) 97.81
LayoutLMv3BASE 90.29 96.56
SpectralGraphConvolutionalNetwork 91.50 -
BROS 94.93 81.21 95.58
PICK 96.79
DocTr 84.00 98.20
ESP 88.88 95.65
GenKIE 97.40 83.45 95.75
ConBGAT 97.40 89.61 96.72