-
-
Notifications
You must be signed in to change notification settings - Fork 21
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
- Loading branch information
1 parent
4c3a1fa
commit f953346
Showing
17 changed files
with
66,207 additions
and
0 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,78 @@ | ||
| # Thai NER 1.5 | ||
|
|
||
| [] | ||
|
|
||
| licensed under [CC-BY 3.0](http://creativecommons.org/licenses/by/3.0/) | ||
|
|
||
| Thai Named Entity Recognition for PyThaiNLP 2.3 | ||
|
|
||
| There are 6,456 sentences. Using CRF + postag. It's used same Thai NER 1.5 Dataset. | ||
|
|
||
| **Tag** | ||
|
|
||
| - DATA - date | ||
| - TIME - time | ||
| - EMAIL - email | ||
| - LEN - length | ||
| - LOCATION - Location | ||
| - ORGANIZATION - Company / Organization | ||
| - PERSON - Person name | ||
| - PHONE - phone number | ||
| - URL - url | ||
| - ZIP - Zip code | ||
| - MONEY - amount | ||
| - LAW - legislation | ||
|
|
||
|
|
||
| ## Performance | ||
|
|
||
| The ThaiNER is trained from 80 % of ThaiNER corpus and test on the rest 20 %. | ||
|
|
||
| | **Tag** | **newmm-orchid** | **newmm-lst20** | **newmm-lst20 (lst20 dict)** | **attacut-lst20** | **attacut-orchid** | | ||
| | ----------------- | ---------------- | --------------- | ----------------------------- | ----------------- | ------------------ | | ||
| | B-DATE | 0.86 | **0.87** | 0.86 | 0.85 | 0.86 | | ||
| | I-DATE | 0.92 | **0.95** | 0.93 | 0.92 | 0.92 | | ||
| | B-LAW | 0.66 | 0.66 | **0.68** | 0.66 | 0.67 | | ||
| | I-LAW | 0.74 | 0.73 | **0.76** | 0.74 | 0.73 | | ||
| | B-LEN | 0.86 | 0.86 | **0.91** | 0.87 | **0.91** | | ||
| | `I-LEN` | 0.82 | 0.82 | **0.88** | 0.82 | **0.88** | | ||
| | B-LOCATION | **0.75** | **0.75** | **0.75** | 0.70 | 0.68 | | ||
| | I-LOCATION | 0.72 | **0.73** | **0.73** | 0.47 | 0.46 | | ||
| | B-MONEY | 0.93 | 0.95 | **0.96** | 0.95 | 0.94 | | ||
| | `I-MONEY` | 0.95 | 0.97 | **0.98** | 0.97 | 0.96 | | ||
| | `B-ORGANIZATION` | 0.79 | 0.80 | **0.81** | 0.77 | 0.75 | | ||
| | `I-ORGANIZATION` | 0.75 | 0.76 | **0.82** | 0.61 | 0.55 | | ||
| | `B-PERCENT` | 0.88 | **0.91** | **0.91** | **0.91** | **0.91** | | ||
| | `I-PERCENT` | 0.91 | 0.93 | 0.93 | **0.95** | **0.95** | | ||
| | `B-PERSON` | 0.85 | **0.86** | **0.86** | 0.65 | 0.68 | | ||
| | `I-PERSON` | **0.91** | **0.91** | 0.88 | 0.51 | 0.50 | | ||
| | `B-PHONE` | **0.67** | **0.67** | **0.67** | **0.67** | **0.67** | | ||
| | `I-PHONE` | **1.0** | **1.0** | **1.0** | **1.0** | **1.0** | | ||
| | `B-TIME` | **0.77** | **0.77** | 0.76 | 0.76 | 0.75 | | ||
| | `I-TIME` | 0.85 | **0.86** | 0.82 | 0.83 | 0.84 | | ||
| | `B-URL` | **0.87** | **0.87** | **0.87** | 0.32 | 0.67 | | ||
| | `I-URL` | **0.94** | **0.94** | **0.94** | 0.92 | 0.92 | | ||
| | | | | | | | | ||
| | `F1 micro avg` | 0.83 | **0.84** | **0.84** | 0.76 | 0.75 | | ||
| | `F1 macro avg ` | 0.84 | 0.84 | **0.85** | 0.77 | 0.78 | | ||
| | `F1 weighted avg` | 0.83 | **0.84** | 0.84 | 0.75 | 0.74 | | ||
|
|
||
| **File** | ||
|
|
||
| - thai-ner-1-5.crfsuite - ThaiNER full model | ||
| - thainer.ipynb - Notebook train | ||
| - train.txt - train file | ||
| - val.txt - val file | ||
| - test.txt - test file | ||
|
|
||
| [WIP] | ||
|
|
||
|
|
||
|
|
||
| By Mr.Wannaphong Phatthiyaphaibun | ||
|
|
||
| Bachelor of Science Program in Computer and Information Science, Nong Khai Campus, Khon Kaen University | ||
|
|
||
| https://iam.wannaphong.com/ | ||
|
|
||
| E-mail : [email protected] |
Large diffs are not rendered by default.
Oops, something went wrong.
Oops, something went wrong.