-
Notifications
You must be signed in to change notification settings - Fork 4
CzeSL Error Model
Loganathan Ramasamy edited this page Jun 5, 2015
·
11 revisions
***************
Error detection
***************
| Dataset | Precision | Recall | F1-score |
|---|---|---|---|
| czesl-olga-a-w | 95.0 | 96.8 | 95.9 |
| czesl-czesl-a-w | 76.6 | 83.3 | 79.8 |
| czesl-czesl-b-w | 87.4 | 66.6 | 75.6 |
Data set format : czesl-olga-a-w
czesl - error model
olga - test data set
a - level 1 data
w - level 2 data
***************
Error correction
***************
| # | top-1 | top-1 | top-1 | top-2 | top-2 | top-2 | top-3 | top-3 | top-3 |
|---|---|---|---|---|---|---|---|---|---|
| dataset | precision | recall | F1-score | precision | recall | F1-score | precision | recall | F1-score |
| czesl-olga-a-w | 86.9 | 96.5 | 91.5 | 91.4 | 96.7 | 94.0 | 93.7 | 96.7 | 95.2 |
| czesl-czesl-a-w | 70.7 | 82.1 | 76.0 | 73.1 | 82.6 | 77.6 | 74.1 | 82.8 | 78.2 |
| czesl-czesl-b-w | 82.4 | 65.3 | 72.9 | 84.2 | 65.8 | 73.9 | 84.9 | 66.0 | 74.3 |
| Error model-edit-distance | Precision | Recall | F1-score |
|---|---|---|---|
| Richter-1-edit-distance | 95.7 | 90.8 | 93.2 |
| CzeSL-1-edit-distance | 95.3 | 93.1 | 94.2 |
| Richter-2-edit-distance | 95.0 | 95.9 | 95.4 |
| CzeSL-2-edit-distance | 95.0 | 96.8 | 95.9 |
| Richter-3-edit-distance | 95.0 | 95.9 | 95.4 |
| CzeSL-3-edit-distance | 95.0 | 96.8 | 95.9 |
| Richter-4-edit-distance | 95.0 | 95.9 | 95.4 |
| CzeSL-4-edit-distance | 95.0 | 96.8 | 95.9 |
| Richter-5-edit-distance | 95.0 | 95.9 | 95.4 |
| CzeSL-5-edit-distance | 95.0 | 96.8 | 95.9 |
The above experiments use unpruned SYN2005 language model created from the Czech National Corpus.
| # | top-1 | top-1 | top-1 | top-2 | top-2 | top-2 | top-3 | top-3 | top-3 |
|---|---|---|---|---|---|---|---|---|---|
| Error model-edit_distance | precision | recall | F1-score | precision | recall | F1-score | precision | recall | F1-score |
| Richter-1-edit-distance | 87.9 | 90.1 | 89.0 | 92.3 | 90.5 | 91.4 | 93.7 | 90.7 | 92.2 |
| CzeSL-1-edit-distance | 87.3 | 92.5 | 89.9 | 91.1 | 92.8 | 91.9 | 93.4 | 93.0 | 93.2 |
| Richter-2-edit-distance | 86.8 | 95.5 | 91.0 | 91.8 | 95.7 | 93.7 | 93.2 | 95.8 | 94.5 |
| CzeSL-2-edit-distance | 86.9 | 96.5 | 91.5 | 91.4 | 96.7 | 94.0 | 93.7 | 96.7 | 95.2 |
| Richter-3-edit-distance | 86.8 | 95.5 | 91.0 | 91.4 | 95.7 | 93.5 | 92.7 | 95.8 | 94.2 |
| CzeSL-3-edit-distance | 86.9 | 96.5 | 91.5 | 91.4 | 96.7 | 94.0 | 93.7 | 96.7 | 95.2 |
| Richter-4-edit-distance | 86.8 | 95.5 | 91.0 | 91.4 | 95.7 | 93.5 | 92.7 | 95.8 | 94.2 |
| CzeSL-4-edit-distance | 86.9 | 96.5 | 91.5 | 91.4 | 96.7 | 94.0 | 93.7 | 96.7 | 95.2 |
| Richter-5-edit-distance | 86.8 | 95.5 | 91.0 | 91.4 | 95.7 | 93.5 | 92.7 | 95.8 | 94.2 |
| CzeSL-5-edit-distance | 86.9 | 96.5 | 91.5 | 91.4 | 96.7 | 94.0 | 93.7 | 96.7 | 95.2 |