Table 1.
Best performance of baseline algorithms in comparison with different BSC-WSD settings
| Word | Baseline | BSC-WSD | |||||
|---|---|---|---|---|---|---|---|
| Majority Sense | NB | SVM (cost=1 & epsilon=0.5) | Oriented & Weighted (one-to-one) | Oriented & D-Weighted (one-to-one) | Oriented & Weighted (one-to-all) | Oriented & D-Weighted (one-to-all) | |
| AB | 69.00 | 96.20 | 96.80 | 95.80 | 96.40 | 95.80 | 96.40 |
| AC | 17.80 | 90.40 | 92.00 | 94.40 | 94.60 | 94.40 | 94.20 |
| ASA | 80.80 | 94.40 | 97.40 | 96.20 | 95.40 | 95.20 | 93.80 |
| AV | 74.80 | 95.00 | 97.40 | 96.60 | 98.00 | 96.60 | 98.00 |
| AVR | 76.20 | 95.60 | 94.80 | 94.40 | 95.80 | 94.40 | 95.00 |
| BAL | 91.40 | 95.60 | 95.80 | 93.00 | 93.20 | 92.40 | 92.40 |
| BK | 68.60 | 98.20 | 97.00 | 98.40 | 99.00 | 98.40 | 99.00 |
| C&S | 86.80 | 98.00 | 99.20 | 98.80 | 99.00 | 98.00 | 98.60 |
| C3 | 42.00 | 95.00 | 94.80 | 97.60 | 97.00 | 97.60 | 96.80 |
| C4 | 52.20 | 94.80 | 93.80 | 96.60 | 95.60 | 96.00 | 95.60 |
| CA | 78.20 | 95.40 | 95.80 | 90.00 | 93.80 | 89.80 | 93.20 |
| CDI | 24.80 | 95.40 | 97.40 | 95.40 | 97.00 | 95.40 | 96.60 |
| CEA | 88.80 | 95.60 | 95.40 | 93.60 | 95.00 | 93.60 | 94.60 |
| CTA | 79.20 | 96.20 | 96.60 | 97.80 | 97.00 | 96.80 | 96.20 |
| CVA | 55.60 | 96.80 | 97.80 | 97.20 | 95.80 | 96.60 | 95.20 |
| CVP | 87.20 | 97.20 | 94.80 | 95.40 | 94.80 | 95.40 | 94.20 |
| CVS | 91.40 | 89.00 | 90.00 | 91.00 | 91.40 | 90.40 | 90.20 |
| DC | 56.40 | 88.20 | 92.20 | 89.40 | 91.60 | 89.00 | 90.60 |
| DIP | 92.40 | 97.20 | 98.00 | 96.80 | 97.40 | 96.60 | 97.20 |
| DM | 57.20 | 94.80 | 95.60 | 95.40 | 96.00 | 95.40 | 95.40 |
| DT | 67.20 | 90.60 | 93.20 | 93.80 | 93.60 | 93.00 | 93.00 |
| ER | 89.60 | 98.60 | 98.60 | 95.40 | 97.80 | 95.20 | 97.60 |
| FISH | 89.80 | 99.60 | 98.40 | 99.20 | 99.20 | 99.20 | 99.20 |
| IM | 92.20 | 97.80 | 98.40 | 99.20 | 99.20 | 99.20 | 99.00 |
| IR | 78.80 | 97.60 | 96.60 | 98.20 | 98.60 | 98.20 | 98.40 |
| IT | 45.00 | 88.00 | 87.80 | 88.20 | 91.80 | 87.80 | 91.20 |
| IVF | 61.60 | 95.00 | 91.80 | 94.60 | 95.00 | 94.40 | 94.20 |
| LE | 69.00 | 95.20 | 93.60 | 93.20 | 93.00 | 93.20 | 92.40 |
| MP | 35.80 | 68.20 | 66.40 | 65.80 | 68.80 | 65.40 | 68.60 |
| MR | 62.80 | 94.60 | 91.40 | 94.80 | 95.40 | 94.60 | 95.40 |
| MSSA | 83.60 | 95.40 | 94.80 | 94.80 | 94.80 | 94.80 | 94.80 |
| NAD | 75.40 | 94.40 | 93.20 | 93.20 | 95.00 | 90.40 | 90.60 |
| OP | 61.60 | 94.60 | 95.40 | 95.40 | 95.80 | 68.20 | 90.40 |
| OTC | 93.80 | 91.60 | 96.80 | 96.40 | 97.20 | 95.60 | 95.60 |
| PA | 42.40 | 93.00 | 93.40 | 89.00 | 94.40 | 89.00 | 94.20 |
| PAC | 55.00 | 92.60 | 93.00 | 93.60 | 95.40 | 93.60 | 95.20 |
| PCP | 58.80 | 89.80 | 89.40 | 86.40 | 91.20 | 86.40 | 91.00 |
| PDA | 72.20 | 91.60 | 88.40 | 90.00 | 92.20 | 90.00 | 91.60 |
| PE | 81.60 | 93.40 | 99.20 | 98.40 | 98.40 | 98.20 | 98.40 |
| PR | 50.40 | 96.40 | 96.40 | 95.00 | 96.00 | 94.80 | 95.80 |
| RA | 78.80 | 90.40 | 90.40 | 88.80 | 90.20 | 88.00 | 89.60 |
| RT | 67.20 | 91.60 | 93.80 | 92.40 | 93.20 | 92.20 | 92.20 |
| SA | 74.60 | 95.40 | 94.80 | 93.80 | 95.40 | 93.40 | 94.80 |
| SBP | 83.40 | 95.80 | 96.00 | 96.00 | 95.80 | 95.80 | 95.20 |
| SMA | 70.60 | 90.20 | 88.40 | 85.60 | 88.60 | 85.60 | 88.60 |
| T1 | 35.00 | 91.40 | 90.00 | 93.00 | 94.40 | 93.00 | 94.40 |
| T2 | 45.40 | 89.80 | 88.20 | 84.80 | 90.40 | 84.80 | 90.40 |
| T3 | 53.60 | 93.40 | 91.40 | 92.40 | 91.40 | 92.00 | 91.00 |
| T4 | 84.80 | 96.60 | 95.20 | 95.20 | 95.60 | 95.00 | 95.20 |
| VBG | 59.80 | 94.20 | 95.40 | 95.60 | 96.00 | 93.80 | 94.20 |
| Average | 67.81 | 93.72 | 93.85 | 93.52 | 94.55 | 92.65 | 93.91 |
*
Oriented: Orientation-based BSC-WSD
*
Weighted: Entropy-based BSC-WSD
*
D-Weighted: Entropy-based BSC-WSD with distance weighting
*
One-to-one: one-to-one mapping method of BSC-WSD
*
One-to-all: one-to-all mapping method of BSC-WSD