Table 4 Micro Avg. \(F_1\) scores of models with only table caption and row headers as inputs. “# of Rows” denotes the number of rows included as input for the models (\(1 =\) only the header row used as input)
From: ChemTables: a dataset for semantic classification on tables in chemical patents
Metric | Micro \(F_1\) | Macro \(F_1\) | Weighted Avg. \(F_1\) | ||||||
|---|---|---|---|---|---|---|---|---|---|
# of Rows | 1 | 2 | 3 | 1 | 2 | 3 | 1 | 2 | 3 |
NB | 19.24 | 29.40 | 37.21 | 18.08 | 27.88 | 36.56 | 22.33 | 35.12 | 40.73 |
SVM | 27.20 | 35.72 | 38.88 | 22.17 | 33.10 | 37.18 | 23.47 | 38.78 | 41.65 |
TabNet | 40.12 | 49.04 | 50.95 | 32.09 | 43.30 | 42.26 | 37.67 | 46.99 | 49.19 |
ResNet | 37.58 | 42.68 | 44.59 | 26.78 | 32.39 | 34.35 | 33.38 | 40.34 | 42.39 |
Table-BERT | 34.39 | 40.76 | 48.41 | 25.51 | 34.51 | 42.23 | 30.97 | 38.67 | 46.93 |