metadata
tags:
- spacy
- token-classification
language:
- en
model-index:
- name: en_acnl_roberta_pipeline
results:
- task:
name: POS
type: token-classification
metrics:
- name: POS Accuracy
type: accuracy
value: 0.9805220696
- task:
name: SENTER
type: token-classification
metrics:
- name: SENTER Precision
type: precision
value: 0.9380376859
- name: SENTER Recall
type: recall
value: 0.954223356
- name: SENTER F Score
type: f_score
value: 0.946061298
- task:
name: UNLABELED_DEPENDENCIES
type: token-classification
metrics:
- name: Unlabeled Dependencies Accuracy
type: accuracy
value: 0.9597776646
- task:
name: LABELED_DEPENDENCIES
type: token-classification
metrics:
- name: Labeled Dependencies Accuracy
type: accuracy
value: 0.9597776646
license: cc-by-4.0
datasets:
- conll2012_ontonotesv5
metrics:
- f1
library_name: spacy
pipeline_tag: text-classification
| Feature | Description |
|---|---|
| Name | en_acnl_roberta_pipeline |
| Version | 0.0.1 |
| spaCy | >=3.1.3,<3.2.0 |
| Default Pipeline | transformer, tagger, parser |
| Components | transformer, tagger, parser |
| Vectors | 0 keys, 0 unique vectors (0 dimensions) |
| Sources | OntoNotes |
| License | CC BY-SA 4.0 |
| Author | Daniel Vasić |
Label Scheme
View label scheme (87 labels for 2 components)
| Component | Labels |
|---|---|
tagger |
$, '', ,, -LRB-, -RRB-, ., :, ADD, AFX, CC, CD, DT, EX, FW, HYPH, IN, JJ, JJR, JJS, LS, MD, NFP, NN, NNP, NNPS, NNS, PDT, POS, PRP, PRP$, RB, RBR, RBS, RP, SYM, TO, UH, VB, VBD, VBG, VBN, VBP, VBZ, VERB, WDT, WP, WP$, WRB, XX, ```` |
parser |
ROOT, acl, acomp, advcl, advmod, amod, appos, aux, auxpass, case, cc, ccomp, compound, conj, dative, dep, det, dobj, intj, mark, meta, neg, nmod, npadvmod, nummod, parataxis, pcomp, pobj, poss, preconj, predet, prep, prt, punct, quantmod, relcl, xcomp |
Accuracy
| Type | Score |
|---|---|
TAG_ACC |
98.05 |
DEP_UAS |
95.98 |
DEP_LAS |
94.83 |
SENTS_P |
93.80 |
SENTS_R |
95.42 |
SENTS_F |
94.61 |
TRANSFORMER_LOSS |
3784861.59 |
TAGGER_LOSS |
698704.80 |
PARSER_LOSS |
5540167.00 |