From: Learning adaptive representations for entity recognition in the biomedical domain
 | Single representation | Concatenation | Combination | |||
---|---|---|---|---|---|---|
Entity | SVM | NN | SVM | NN | MKL | NN |
chebi | 69.67 | 70.46 | 75.29 | 76.96 | 78.99 | 76.87 |
 | (88.84, 57.30) | (92.44,56.93) | (87.46, 66.08) | (83.91, 67.62) | (91.13, 69.70) | (90.1766.98) |
cell | 79.91 | 80.12 | 79.91 | 79.91 | 80.16 | 80.12 |
 | (88.41, 72.91) | (88.92, 72.91) | (88.41, 72.91) | (88.41, 72.91) | (89.01, 72.91) | (88.92, 72.91) |
go_cc | 66.50 | 65.31 | 67.92 | 65.56 | 68.92 | 65.59 |
 | (82.11, 55.87) | (81.92, 54.30) | (83.75, 57.12) | (84.31, 54.63) | (89.41, 56.06) | (82.81, 54.30) |
go_bpmf | 30.84 | 30.49 | 30.29 | 30.29 | 36.20 | 30.64 |
 | (68.59, 19.89) | (69.72, 19.51) | (70.96, 19.26) | (70.32, 19.30) | (78.73, 23.50) | (71.34, 19.51) |
organism | 92.36 | 92.97 | 92.85 | 93.32 | 94.99 | 93.27 |
 | (97.86, 87.45) | (99.24, 87.45) | (98.19, 88.07) | (99.35, 87.97) | (99.19, 91.13) | (99.19, 8.02) |
protein | 72.68 | 81.94 | 82.26 | 81.09 | 81.68 | 84.38 |
 | (77.63, 68.33) | (81.41, 82.48) | (84.40, 80.23) | (85.53, 77.08) | (85.44, 78.23) | (88.73, 80.43) |
sequence | 72.26 | 72.61 | 71.77 | 72.47 | 75.08 | 72.51 |
 | (89.58, 60.55) | (88.79, 61.42) | (88.67, 60.29) | (89.10, 61.07) | (93.11, 62.90) | (90.43, 60.52) |