Table 2 Test accuracies (in percent) on 20 words from our word-specific models and the two baselines
Words | Basic NN | Sum NN | Cct-V NN | Cct-T NN | Cct-T Atten | Cct-T NN wp | Baseline 1 | Baseline 2 |
|---|---|---|---|---|---|---|---|---|
AA | 100.00 | 100.00 | 100.00 | 100.00 | 97.20 | 100.00 | 96.00 | 98.99 |
Astragalus | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 97.47 |
CDR | 100.00 | 100.00 | 100.00 | 100.00 | 96.40 | 100.00 | 97.00 | 100.00 |
Cilia | 96.15 | 92.31 | 96.15 | 96.15 | 93.80 | 92.00 | 82.00 | 94.87 |
CNS | 91.18 | 94.12 | 91.18 | 97.06 | 97.20 | 100.00 | 98.00 | 98.48 |
CP | 96.30 | 96.30 | 96.30 | 96.30 | 100.00 | 100.00 | 97.00 | 98.32 |
dC | 97.22 | 100.00 | 97.22 | 97.22 | 100.00 | 100.00 | 98.00 | 98.48 |
EMS | 97.14 | 97.14 | 97.14 | 97.14 | 100.00 | 100.00 | 98.00 | 100.00 |
ERUPTION | 97.14 | 100.00 | 94.29 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 |
FAS | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 99.49 |
Ganglion | 91.67 | 91.67 | 94.44 | 88.89 | 88.90 | 91.18 | 90.00 | 93.43 |
HCl | 97.22 | 97.22 | 97.22 | 97.22 | 100.00 | 100.00 | 100.00 | 100.00 |
INDO | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 87.00 | 99.18 |
lymphogranulomatosis | 94.44 | 100.00 | 94.44 | 100.00 | 95.80 | 100.00 | 83.00 | 83.33 |
MCC | 87.50 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 97.00 | 100.00 |
PAC | 100.00 | 100.00 | 100.00 | 90.91 | 100.00 | 100.00 | 94.00 | 100.00 |
Phosphorus | 86.11 | 86.11 | 83.33 | 83.33 | 91.70 | 94.44 | 78.00 | 83.84 |
Phosphorylase | 86.67 | 90.00 | 86.67 | 90.00 | 78.10 | 90.00 | 52.00 | 87.35 |
TMP | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 81.00 | 98.00 |
TNT | 100.00 | 100.00 | 100.00 | 100.00 | 97.20 | 100.00 | 98.00 | 99.49 |
Average | 95.94 | 97.24 | 96.42 | 96.71 | 96.82 | 98.38 | 91.30 | 96.54 |