Update README.md
Browse files
README.md
CHANGED
|
@@ -71,22 +71,50 @@ DaCy also contains guides on usage of the package as well as behavioural test fo
|
|
| 71 |
### Performance tables
|
| 72 |
|
| 73 |
The three tables below show the F1-scores for the three DaCy fine-grained models.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 74 |
|
| 75 |
-
| Domain | DaCy large | DaCy medium | DaCy small |
|
| 76 |
-
|:--------------------: |:----------: |:-----------: |:----------: |
|
| 77 |
-
| All domains combined | 0.823 | 0.806 | 0.776 |
|
| 78 |
-
| Conversation | 0.796 | 0.718 | 0.82 |
|
| 79 |
-
| Dannet | 0.75 | 0.667 | 1 |
|
| 80 |
-
| Legal | 0.852 | 0.854 | 0.866 |
|
| 81 |
-
| News | 0.841 | 0.759 | 0.86 |
|
| 82 |
-
| Social Media | 0.793 | 0.847 | 0.8 |
|
| 83 |
-
| Web | 0.826 | 0.802 | 0.756 |
|
| 84 |
-
| Wiki and Books | 0.778 | 0.838 | 0.709 |
|
| 85 |
|
| 86 |
| Domain | DaCy large | DaCy medium | DaCy small |
|
| 87 |
|:--------------------: |:----------: |:-----------: |:----------: |
|
| 88 |
-
| All domains combined
|
| 89 |
-
|
|
| 90 |
| Dannet | 0.75 | 0.667 | 1 |
|
| 91 |
| Legal | 0.852 | 0.854 | 0.866 |
|
| 92 |
| News | 0.841 | 0.759 | 0.86 |
|
|
|
|
| 71 |
### Performance tables
|
| 72 |
|
| 73 |
The three tables below show the F1-scores for the three DaCy fine-grained models.
|
| 74 |
+
| | DaCy large | DaCy medium | DaCy small |
|
| 75 |
+
|:---:|:---:|:---:|:---:|
|
| 76 |
+
| F1-score | 0.823 | 0.806 | 0.776 |
|
| 77 |
+
| Recall | 0.834 | 0.818 | 0.77 |
|
| 78 |
+
| Precision | 0.813 | 0.794 | 0.781 |
|
| 79 |
+
|
| 80 |
+
| Named-entity type | DaCy large | DaCy medium | DaCy small |
|
| 81 |
+
|:---:|:---:|:---:|:---:|
|
| 82 |
+
| CARDINAL | 0.874 | 0.781 | 0.887 |
|
| 83 |
+
| DATE | 0.846 | 0.859 | 0.867 |
|
| 84 |
+
| EVENT | 0.611 | 0.571 | 0.4 |
|
| 85 |
+
| FACILITY | 0.545 | 0.533 | 0.468 |
|
| 86 |
+
| GPE | 0.893 | 0.838 | 0.794 |
|
| 87 |
+
| LANGUAGE | 0.902 | 0.486 | 0.194 |
|
| 88 |
+
| LAW | 0.686 | 0.625 | 0.606 |
|
| 89 |
+
| LOCATION | 0.633 | 0.737 | 0.581 |
|
| 90 |
+
| MONEY | 0.993 | 1 | 0.947 |
|
| 91 |
+
| NORP | 0.78 | 0.887 | 0.785 |
|
| 92 |
+
| ORDINAL | 0.696 | 0.7 | 0.727 |
|
| 93 |
+
| ORGANIZATION | 0.863 | 0.851 | 0.781 |
|
| 94 |
+
| PERCENT | 0.923 | 0.96 | 0.96 |
|
| 95 |
+
| PERSON | 0.871 | 0.872 | 0.833 |
|
| 96 |
+
| PRODUCT | 0.671 | 0.635 | 0.526 |
|
| 97 |
+
| QUANTITY | 0.386 | 0.654 | 0.708 |
|
| 98 |
+
| TIME | 0.643 | 0.571 | 0.71 |
|
| 99 |
+
| WORK OF ART | 0.494 | 0.639 | 0.488 |
|
| 100 |
+
|
| 101 |
+
| Domain | DaCy large | DaCy medium | DaCy small |
|
| 102 |
+
|:---:|:---:|:---:|:---:|
|
| 103 |
+
| All domains combined | 0.823 | 0.806 | 0.776 |
|
| 104 |
+
| Conversation | 0.796 | 0.718 | 0.82 |
|
| 105 |
+
| Dannet | 0.75 | 0.667 | 1 |
|
| 106 |
+
| Legal | 0.852 | 0.854 | 0.866 |
|
| 107 |
+
| News | 0.841 | 0.759 | 0.86 |
|
| 108 |
+
| Social Media | 0.793 | 0.847 | 0.8 |
|
| 109 |
+
| Web | 0.826 | 0.802 | 0.756 |
|
| 110 |
+
| Wiki and Books | 0.778 | 0.838 | 0.709 |
|
| 111 |
+
|
| 112 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 113 |
|
| 114 |
| Domain | DaCy large | DaCy medium | DaCy small |
|
| 115 |
|:--------------------: |:----------: |:-----------: |:----------: |
|
| 116 |
+
| All domains combined | 0.823 | 0.806 | 0.776 |
|
| 117 |
+
| Conversation | 0.796 | 0.718 | 0.82|
|
| 118 |
| Dannet | 0.75 | 0.667 | 1 |
|
| 119 |
| Legal | 0.852 | 0.854 | 0.866 |
|
| 120 |
| News | 0.841 | 0.759 | 0.86 |
|