|
--- |
|
tags: |
|
- spacy |
|
- token-classification |
|
language: |
|
- pl |
|
license: gpl-3.0 |
|
model-index: |
|
- name: pl_nask |
|
results: |
|
- task: |
|
name: NER |
|
type: token-classification |
|
metrics: |
|
- name: NER Precision |
|
type: precision |
|
value: 0.9092043682 |
|
- name: NER Recall |
|
type: recall |
|
value: 0.9072229141 |
|
- name: NER F Score |
|
type: f_score |
|
value: 0.9082125604 |
|
- task: |
|
name: TAG |
|
type: token-classification |
|
metrics: |
|
- name: TAG (XPOS) Accuracy |
|
type: accuracy |
|
value: 0.9626419163, |
|
- task: |
|
name: UNLABELED_DEPENDENCIES |
|
type: token-classification |
|
metrics: |
|
- name: Unlabeled Attachment Score (UAS) |
|
type: f_score |
|
value: 0.9290706682 |
|
- task: |
|
name: LABELED_DEPENDENCIES |
|
type: token-classification |
|
metrics: |
|
- name: Labeled Attachment Score (LAS) |
|
type: f_score |
|
value: 0.8765904858 |
|
- task: |
|
name: SENTS |
|
type: token-classification |
|
metrics: |
|
- name: Sentences F-Score |
|
type: f_score |
|
value: 0.9918545179 |
|
--- |
|
### Details: https://github.com/ipipan/spacy-pl-trf |
|
Polish transformer pipeline (herbert-base-cased). Components: transformer, tagger, parser, ner, morfeusz. |
|
|
|
| Feature | Description | |
|
| --- | --- | |
|
| **Name** | `pl_nask` | |
|
| **Version** | `0.0.7` | |
|
| **spaCy** | `>=3.5.0,<3.6.0` | |
|
| **Default Pipeline** | `transformer`, `tagger`, `morphologizer`, `parser`, `ner`, `morfeusz` | |
|
| **Components** | `transformer`, `tagger`, `morphologizer`, `parser`, `ner`, `morfeusz` | |
|
| **Vectors** | 0 keys, 0 unique vectors (0 dimensions) | |
|
| **Sources** | [Morfeusz2](http://morfeusz.sgjp.pl/en) 2-clauseBSD License<br /> [NKJP1M](http://nkjp.pl/) CC-BY<br /> [NKJP1MUD](http://git.nlp.ipipan.waw.pl/alina/PDBUD/tree/master) GNU GPL v.3<br /> [Herbert-base-cased](https://huggingface.co/allegro/herbert-base-cased) CC-BY<br /> [PDB](http://zil.ipipan.waw.pl/PDB) CC BY-NC-SA 4.0<br /> | |
|
|
|
| **License** | `GNU GPL 3.0` | |
|
| **Author** | [Ryszard Tuora ICS PAS](http://zil.ipipan.waw.pl/) | |
|
|
|
### Label Scheme |
|
|
|
<details> |
|
|
|
<summary>View label scheme</summary> |
|
|
|
| Component | Labels | |
|
| --- | --- | |
|
| **`parser`** | `ROOT`, `acl`, `acl:relcl`, `advcl`, `advcl:cmpr`, `advcl:relcl`, `advmod`, `advmod:arg`, `advmod:emph`, `advmod:neg`, `amod`, `amod:flat`, `appos`, `aux`, `aux:cnd`, `aux:imp`, `aux:pass`, `case`, `cc`, `cc:preconj`, `ccomp`, `ccomp:cleft`, `ccomp:obj`, `conj`, `cop`, `csubj`, `dep`, `det`, `det:numgov`, `det:nummod`, `det:poss`, `discourse:intj`, `expl:pv`, `fixed`, `flat`, `flat:foreign`, `iobj`, `list`, `mark`, `nmod`, `nmod:arg`, `nmod:flat`, `nmod:poss`, `nsubj`, `nsubj:pass`, `nummod`, `nummod:flat`, `nummod:gov`, `obj`, `obl`, `obl:agent`, `obl:arg`, `obl:cmpr`, `obl:orphan`, `orphan`, `parataxis:insert`, `parataxis:obj`, `punct`, `vocative`, `xcomp`, `xcomp:cleft`, `xcomp:pred`, `xcomp:subj` | |
|
| **`ner`** | `DATE`, `GEOGNAME`, `ORGNAME`, `PERSNAME`, `PLACENAME`, `TIME` | |
|
</details> |
|
### Accuracy |
|
| Type | Score | |
|
| --- | --- | |
|
| `TAG_ACC` | 96.26 | |
|
| `POS_ACC` | 98.18 | |
|
| `MORPH_ACC` | 96.61 | |
|
| `SENTS_P` | 99.13 | |
|
| `SENTS_R` | 99.24 | |
|
| `SENTS_F` | 99.19 | |
|
| `DEP_UAS` | 92.91 | |
|
| `DEP_LAS` | 87.66 | |
|
| `ENTS_P` | 90.92 | |
|
| `ENTS_R` | 90.72 | |
|
| `ENTS_F` | 90.82 | |
|
|
