Spacy Models Versions Save
đź’« Models for the spaCy Natural Language Processing (NLP) library
en_core_web_trf-3.7.3
6 months ago
Checksum .tar.gz:
dae355f7f419bee53f2804a8e62a6473425e8680ac8ff8e8a7b30b7e2b8b0c4f
Checksum .whl:f72abb34bdf174876bd4267b29b2501677e605e0a251fdc56c163003182ed68b
Details: https://spacy.io/models/en#en_core_web_trf
English transformer pipeline (Transformer(name='roberta-base', piece_encoder='byte-bpe', stride=104, type='roberta', width=768, window=144, vocab_size=50265)). Components: transformer, tagger, parser, ner, attribute_ruler, lemmatizer.
| Feature | Description |
|---|---|
| Name | en_core_web_trf |
| Version | 3.7.3 |
| spaCy | >=3.7.2,<3.8.0 |
| Default Pipeline | transformer, tagger, parser, attribute_ruler, lemmatizer, ner |
| Components | transformer, tagger, parser, attribute_ruler, lemmatizer, ner |
| Vectors | 0 keys, 0 unique vectors (0 dimensions) |
| Sources | OntoNotes 5 (Ralph Weischedel, Martha Palmer, Mitchell Marcus, Eduard Hovy, Sameer Pradhan, Lance Ramshaw, Nianwen Xue, Ann Taylor, Jeff Kaufman, Michelle Franchini, Mohammed El-Bachouti, Robert Belvin, Ann Houston) ClearNLP Constituent-to-Dependency Conversion (Emory University) WordNet 3.0 (Princeton University) roberta-base (Yinhan Liu and Myle Ott and Naman Goyal and Jingfei Du and Mandar Joshi and Danqi Chen and Omer Levy and Mike Lewis and Luke Zettlemoyer and Veselin Stoyanov) |
| License | MIT |
| Author | Explosion |
| Model size | 436 MB |
Label Scheme
View label scheme (112 labels for 3 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, WDT, WP, WP$, WRB, XX, ```` |
parser |
ROOT, acl, acomp, advcl, advmod, agent, amod, appos, attr, aux, auxpass, case, cc, ccomp, compound, conj, csubj, csubjpass, dative, dep, det, dobj, expl, intj, mark, meta, neg, nmod, npadvmod, nsubj, nsubjpass, nummod, oprd, parataxis, pcomp, pobj, poss, preconj, predet, prep, prt, punct, quantmod, relcl, xcomp |
ner |
CARDINAL, DATE, EVENT, FAC, GPE, LANGUAGE, LAW, LOC, MONEY, NORP, ORDINAL, ORG, PERCENT, PERSON, PRODUCT, QUANTITY, TIME, WORK_OF_ART |
Accuracy
| Type | Score |
|---|---|
TOKEN_ACC |
99.86 |
TOKEN_P |
99.57 |
TOKEN_R |
99.58 |
TOKEN_F |
99.57 |
TAG_ACC |
98.13 |
SENTS_P |
94.89 |
SENTS_R |
85.79 |
SENTS_F |
90.11 |
DEP_UAS |
95.26 |
DEP_LAS |
93.91 |
ENTS_P |
90.08 |
ENTS_R |
90.30 |
ENTS_F |
90.19 |
Installation
pip install spacy
python -m spacy download en_core_web_trf
en_core_web_lg-3.7.1
6 months ago
Checksum .tar.gz:
4c8b2fd2572a5fb232c7b38345d301e7e092d1242b7184e14a86eff8ef6eb6d7
Checksum .whl:ab70aeb6172cde82508f7739f35ebc9918a3d07debeed637403c8f794ba3d3dc
Details: https://spacy.io/models/en#en_core_web_lg
English pipeline optimized for CPU. Components: tok2vec, tagger, parser, senter, ner, attribute_ruler, lemmatizer.
| Feature | Description |
|---|---|
| Name | en_core_web_lg |
| Version | 3.7.1 |
| spaCy | >=3.7.2,<3.8.0 |
| Default Pipeline | tok2vec, tagger, parser, attribute_ruler, lemmatizer, ner |
| Components | tok2vec, tagger, parser, senter, attribute_ruler, lemmatizer, ner |
| Vectors | 514157 keys, 514157 unique vectors (300 dimensions) |
| Sources | OntoNotes 5 (Ralph Weischedel, Martha Palmer, Mitchell Marcus, Eduard Hovy, Sameer Pradhan, Lance Ramshaw, Nianwen Xue, Ann Taylor, Jeff Kaufman, Michelle Franchini, Mohammed El-Bachouti, Robert Belvin, Ann Houston) ClearNLP Constituent-to-Dependency Conversion (Emory University) WordNet 3.0 (Princeton University) Explosion Vectors (OSCAR 2109 + Wikipedia + OpenSubtitles + WMT News Crawl) (Explosion) |
| License | MIT |
| Author | Explosion |
| Model size | 560 MB |
Label Scheme
View label scheme (113 labels for 3 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, WDT, WP, WP$, WRB, XX, _SP, ```` |
parser |
ROOT, acl, acomp, advcl, advmod, agent, amod, appos, attr, aux, auxpass, case, cc, ccomp, compound, conj, csubj, csubjpass, dative, dep, det, dobj, expl, intj, mark, meta, neg, nmod, npadvmod, nsubj, nsubjpass, nummod, oprd, parataxis, pcomp, pobj, poss, preconj, predet, prep, prt, punct, quantmod, relcl, xcomp |
ner |
CARDINAL, DATE, EVENT, FAC, GPE, LANGUAGE, LAW, LOC, MONEY, NORP, ORDINAL, ORG, PERCENT, PERSON, PRODUCT, QUANTITY, TIME, WORK_OF_ART |
Accuracy
| Type | Score |
|---|---|
TOKEN_ACC |
99.86 |
TOKEN_P |
99.57 |
TOKEN_R |
99.58 |
TOKEN_F |
99.57 |
TAG_ACC |
97.35 |
SENTS_P |
92.19 |
SENTS_R |
89.27 |
SENTS_F |
90.71 |
DEP_UAS |
92.08 |
DEP_LAS |
90.27 |
ENTS_P |
85.16 |
ENTS_R |
85.70 |
ENTS_F |
85.43 |
Installation
pip install spacy
python -m spacy download en_core_web_lg
en_core_web_md-3.7.1
6 months ago
Checksum .tar.gz:
3273a1335fcb688be09949c5cdb73e85eb584ec3dfc50d4338c17daf6ccd4628
Checksum .whl:6a0f857a2b4d219c6fa17d455f82430b365bf53171a2d919b9376e5dc9be032e
Details: https://spacy.io/models/en#en_core_web_md
English pipeline optimized for CPU. Components: tok2vec, tagger, parser, senter, ner, attribute_ruler, lemmatizer.
| Feature | Description |
|---|---|
| Name | en_core_web_md |
| Version | 3.7.1 |
| spaCy | >=3.7.2,<3.8.0 |
| Default Pipeline | tok2vec, tagger, parser, attribute_ruler, lemmatizer, ner |
| Components | tok2vec, tagger, parser, senter, attribute_ruler, lemmatizer, ner |
| Vectors | 514157 keys, 20000 unique vectors (300 dimensions) |
| Sources | OntoNotes 5 (Ralph Weischedel, Martha Palmer, Mitchell Marcus, Eduard Hovy, Sameer Pradhan, Lance Ramshaw, Nianwen Xue, Ann Taylor, Jeff Kaufman, Michelle Franchini, Mohammed El-Bachouti, Robert Belvin, Ann Houston) ClearNLP Constituent-to-Dependency Conversion (Emory University) WordNet 3.0 (Princeton University) Explosion Vectors (OSCAR 2109 + Wikipedia + OpenSubtitles + WMT News Crawl) (Explosion) |
| License | MIT |
| Author | Explosion |
| Model size | 40 MB |
Label Scheme
View label scheme (113 labels for 3 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, WDT, WP, WP$, WRB, XX, _SP, ```` |
parser |
ROOT, acl, acomp, advcl, advmod, agent, amod, appos, attr, aux, auxpass, case, cc, ccomp, compound, conj, csubj, csubjpass, dative, dep, det, dobj, expl, intj, mark, meta, neg, nmod, npadvmod, nsubj, nsubjpass, nummod, oprd, parataxis, pcomp, pobj, poss, preconj, predet, prep, prt, punct, quantmod, relcl, xcomp |
ner |
CARDINAL, DATE, EVENT, FAC, GPE, LANGUAGE, LAW, LOC, MONEY, NORP, ORDINAL, ORG, PERCENT, PERSON, PRODUCT, QUANTITY, TIME, WORK_OF_ART |
Accuracy
| Type | Score |
|---|---|
TOKEN_ACC |
99.86 |
TOKEN_P |
99.57 |
TOKEN_R |
99.58 |
TOKEN_F |
99.57 |
TAG_ACC |
97.33 |
SENTS_P |
92.21 |
SENTS_R |
89.37 |
SENTS_F |
90.77 |
DEP_UAS |
92.05 |
DEP_LAS |
90.23 |
ENTS_P |
84.94 |
ENTS_R |
85.49 |
ENTS_F |
85.22 |
Installation
pip install spacy
python -m spacy download en_core_web_md
en_core_web_sm-3.7.1
6 months ago
Checksum .tar.gz:
1075c2aa2bc2fee105ab6e90a01a5d1a428c9f5b20a1fa003dc2cb6a438d295e
Checksum .whl:86cc141f63942d4b2c5fcee06630fd6f904788d2f0ab005cce45aadb8fb73889
Details: https://spacy.io/models/en#en_core_web_sm
English pipeline optimized for CPU. Components: tok2vec, tagger, parser, senter, ner, attribute_ruler, lemmatizer.
| Feature | Description |
|---|---|
| Name | en_core_web_sm |
| Version | 3.7.1 |
| spaCy | >=3.7.2,<3.8.0 |
| Default Pipeline | tok2vec, tagger, parser, attribute_ruler, lemmatizer, ner |
| Components | tok2vec, tagger, parser, senter, attribute_ruler, lemmatizer, ner |
| Vectors | 0 keys, 0 unique vectors (0 dimensions) |
| Sources | OntoNotes 5 (Ralph Weischedel, Martha Palmer, Mitchell Marcus, Eduard Hovy, Sameer Pradhan, Lance Ramshaw, Nianwen Xue, Ann Taylor, Jeff Kaufman, Michelle Franchini, Mohammed El-Bachouti, Robert Belvin, Ann Houston) ClearNLP Constituent-to-Dependency Conversion (Emory University) WordNet 3.0 (Princeton University) |
| License | MIT |
| Author | Explosion |
| Model size | 12 MB |
Label Scheme
View label scheme (113 labels for 3 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, WDT, WP, WP$, WRB, XX, _SP, ```` |
parser |
ROOT, acl, acomp, advcl, advmod, agent, amod, appos, attr, aux, auxpass, case, cc, ccomp, compound, conj, csubj, csubjpass, dative, dep, det, dobj, expl, intj, mark, meta, neg, nmod, npadvmod, nsubj, nsubjpass, nummod, oprd, parataxis, pcomp, pobj, poss, preconj, predet, prep, prt, punct, quantmod, relcl, xcomp |
ner |
CARDINAL, DATE, EVENT, FAC, GPE, LANGUAGE, LAW, LOC, MONEY, NORP, ORDINAL, ORG, PERCENT, PERSON, PRODUCT, QUANTITY, TIME, WORK_OF_ART |
Accuracy
| Type | Score |
|---|---|
TOKEN_ACC |
99.86 |
TOKEN_P |
99.57 |
TOKEN_R |
99.58 |
TOKEN_F |
99.57 |
TAG_ACC |
97.25 |
SENTS_P |
92.02 |
SENTS_R |
89.21 |
SENTS_F |
90.59 |
DEP_UAS |
91.75 |
DEP_LAS |
89.87 |
ENTS_P |
84.55 |
ENTS_R |
84.57 |
ENTS_F |
84.56 |
Installation
pip install spacy
python -m spacy download en_core_web_sm
ca_core_news_trf-3.7.2
7 months ago
Checksum .tar.gz:
96f5633a470601ff5b5fc0bde2b60159e19c8557046078588af220e4df9e3945
Checksum .whl:4bbc29626e73283096a70097b307e9c898878c6b005648f0bfa89b736345c672
Details: https://spacy.io/models/ca#ca_core_news_trf
Catalan transformer pipeline (Transformer(name='projecte-aina/roberta-base-ca-v2', piece_encoder='byte-bpe', stride=112, type='roberta', width=768, window=144, vocab_size=50262)). Components: transformer, morphologizer, parser, ner, attribute_ruler, lemmatizer.
| Feature | Description |
|---|---|
| Name | ca_core_news_trf |
| Version | 3.7.2 |
| spaCy | >=3.7.0,<3.8.0 |
| Default Pipeline | transformer, morphologizer, parser, attribute_ruler, lemmatizer, ner |
| Components | transformer, morphologizer, parser, attribute_ruler, lemmatizer, ner |
| Vectors | 0 keys, 0 unique vectors (0 dimensions) |
| Sources | UD Catalan AnCora v2.8 (MartĂnez Alonso, HĂ©ctor; Pascual, Elena; Zeman, Daniel) UD Catalan AnCora v2.8 + NER v3.2.9 (Carlos RodrĂguez-Penagos and Carme Armentano-Oller) Catalan Lemmatizer (Text Mining Unit, Barcelona Supercomputing Center) projecte-aina/roberta-base-ca-v2 (Text Mining Unit (TeMU) at the Barcelona Supercomputing Center) |
| License | GNU GPL 3.0 |
| Author | Explosion |
| Model size | 435 MB |
Label Scheme
View label scheme (316 labels for 3 components)
| Component | Labels |
|---|---|
morphologizer |
Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art, POS=PROPN, POS=PUNCT|PunctSide=Ini|PunctType=Brck, POS=PUNCT|PunctSide=Fin|PunctType=Brck, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Gender=Fem|Number=Sing|POS=NOUN, POS=ADP, NumType=Card|Number=Plur|POS=NUM, Gender=Masc|Number=Plur|POS=NOUN, Number=Sing|POS=ADJ, POS=CCONJ, Gender=Fem|Number=Sing|POS=DET|PronType=Ind, NumForm=Digit|NumType=Card|POS=NUM, NumForm=Digit|POS=NOUN, Gender=Masc|Number=Plur|POS=ADJ, POS=PUNCT|PunctType=Comm, POS=AUX|VerbForm=Inf, Case=Acc,Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes, Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art, POS=PRON|PronType=Rel, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Sing|POS=DET|PronType=Art, Gender=Fem|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs, Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art, Gender=Fem|Number=Plur|POS=NOUN, Gender=Fem|Number=Plur|POS=ADJ, POS=VERB|VerbForm=Inf, Case=Acc,Dat|Number=Plur|POS=PRON|Person=3|PronType=Prs, Number=Plur|POS=ADJ, POS=PUNCT|PunctType=Peri, Number=Sing|POS=PRON|PronType=Rel, Gender=Masc|Number=Sing|POS=NOUN, Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin, Gender=Masc|Number=Plur|POS=ADJ|VerbForm=Part, POS=SCONJ, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Definite=Def|Number=Sing|POS=DET|PronType=Art, Gender=Masc|Number=Sing|POS=DET|PronType=Ind, Gender=Fem|Number=Plur|POS=ADJ|VerbForm=Part, Gender=Masc|Number=Sing|POS=DET|PronType=Dem, POS=VERB|VerbForm=Ger, POS=NOUN, Gender=Fem|NumType=Card|Number=Sing|POS=NUM, Gender=Fem|Number=Sing|POS=ADJ|VerbForm=Part, Gender=Fem|NumType=Ord|Number=Plur|POS=ADJ, POS=SYM, Gender=Masc|Number=Sing|POS=ADJ, Gender=Masc|Number=Sing|POS=ADJ|VerbForm=Part, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Gender=Fem|Number=Sing|POS=DET|PronType=Dem, POS=ADV|Polarity=Neg, POS=ADV, Number=Sing|POS=PRON|PronType=Dem, Number=Sing|POS=NOUN, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Number=Plur|POS=NOUN, Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Sing|POS=ADJ, Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=PRON|PronType=Tot, Case=Loc|POS=PRON|Person=3|PronType=Prs, Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ, Degree=Cmp|POS=ADV, Gender=Fem|Number=Plur|POS=DET|PronType=Art, Gender=Fem|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin, Gender=Masc|NumType=Ord|Number=Sing|POS=ADJ, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin, NumType=Card|POS=NUM, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin, Number=Sing|POS=PRON|PronType=Ind, Gender=Masc|Number=Sing|POS=DET|PronType=Art, Number=Plur|POS=DET|PronType=Ind, Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Plur|POS=DET|PronType=Dem, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin, Gender=Masc|NumType=Card|Number=Sing|POS=NUM, Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, Number=Sing|POS=DET|PronType=Ind, POS=PUNCT, Number=Sing|POS=DET|PronType=Rel, Case=Gen|POS=PRON|Person=3|PronType=Prs, Gender=Fem|NumType=Card|Number=Plur|POS=NUM, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, POS=DET|PronType=Ind, POS=AUX, Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Acc,Dat|Number=Plur|POS=PRON|Person=1|PronType=Prs, Degree=Cmp|Number=Sing|POS=ADJ, Number=Sing|POS=VERB, Gender=Masc|Number=Plur|POS=PRON|PronType=Ind, Gender=Fem|Number=Plur|POS=DET|PronType=Dem, Gender=Masc|Number=Plur|POS=DET|PronType=Art, Gender=Masc|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs, Case=Acc|Gender=Fem,Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Gender=Masc|Number=Sing|POS=PRON|PronType=Ind, Gender=Fem|Number=Plur|POS=PRON|PronType=Ind, Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Number=Plur|POS=PRON|PronType=Rel, Gender=Masc|Number=Plur|POS=DET|PronType=Int, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, AdvType=Tim|POS=NOUN, Gender=Masc|Number=Plur|POS=DET|PronType=Ind, Gender=Fem|Number=Plur|POS=DET|PronType=Ind, Gender=Masc|Number=Sing|POS=DET|PronType=Int, Mood=Cnd|Number=Sing|POS=AUX|Person=3|VerbForm=Fin, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Number=Sing|POS=DET|PronType=Art, Gender=Masc|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs, Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Gender=Masc|Number=Sing|POS=PRON|PronType=Int, POS=PUNCT|PunctType=Semi, Mood=Cnd|Number=Plur|POS=AUX|Person=3|VerbForm=Fin, Case=Dat|Number=Sing|POS=PRON|Person=3|PronType=Prs, Gender=Masc|NumType=Card|Number=Plur|POS=NUM, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Sing|POS=PRON|PronType=Ind, Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, NumForm=Digit|POS=SYM, Gender=Masc|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part, Gender=Fem|Number=Sing|POS=PRON|PronType=Int, Gender=Fem|Number=Sing|POS=DET|PronType=Int, POS=PRON|PronType=Int, Gender=Fem|Number=Plur|POS=DET|PronType=Int, Mood=Cnd|Number=Sing|POS=VERB|Person=3|VerbForm=Fin, Mood=Cnd|Number=Plur|POS=VERB|Person=3|VerbForm=Fin, POS=PART, Gender=Fem|Number=Sing|POS=PRON|PronType=Dem, Gender=Masc|Number=Sing|POS=DET|PronType=Tot, Gender=Masc|Number=Plur|POS=PRON|PronType=Dem, POS=ADJ, Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs, Degree=Cmp|Number=Plur|POS=ADJ, POS=PUNCT|PunctType=Dash, Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Case=Acc|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs, Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, Gender=Masc|POS=NOUN, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Gender=Fem|Number=Plur|POS=PRON|PronType=Int, Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin, POS=PUNCT|PunctType=Colo, Gender=Masc|NumType=Card|POS=NUM, Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Number=Sing|POS=PRON|PronType=Int, POS=PUNCT|PunctType=Quot, Mood=Imp|Number=Sing|POS=VERB|Person=3|VerbForm=Fin, Gender=Fem|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs, Gender=Masc|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin, POS=AUX|VerbForm=Ger, Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs, Mood=Imp|Number=Sing|POS=AUX|Person=3|VerbForm=Fin, Number=Plur|POS=PRON|PronType=Ind, Gender=Masc|Number=Sing|POS=PRON|PronType=Dem, Case=Acc,Dat|Number=Sing|POS=PRON|Person=2|Polite=Infm|PrepCase=Npr|PronType=Prs, Gender=Masc|Number=Plur|POS=PRON|PronType=Int, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, NumForm=Digit|NumType=Frac|POS=NUM, POS=VERB, Gender=Fem|Number=Plur|POS=PRON|PronType=Dem, Gender=Fem|POS=NOUN, Case=Acc,Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs, Mood=Sub|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Fut|VerbForm=Fin, Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, Number=Plur|POS=PRON|Person=1|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Case=Nom|Number=Sing|POS=PRON|Person=2|Polite=Infm|PronType=Prs, POS=X, Mood=Cnd|Number=Plur|POS=AUX|Person=1|VerbForm=Fin, Number=Sing|POS=DET|PronType=Dem, POS=DET, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, POS=DET|PronType=Art, Gender=Masc|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs, NumType=Ord|Number=Sing|POS=ADJ, Gender=Fem|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part, Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs, Gender=Fem|Number=Plur|POS=AUX|Tense=Past|VerbForm=Part, Gender=Masc|Number=Plur|POS=AUX|Tense=Past|VerbForm=Part, Number=Plur|POS=PRON|PronType=Dem, Mood=Imp|Number=Plur|POS=VERB|Person=1|VerbForm=Fin, POS=PRON|PronType=Ind, Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Mood=Imp|Number=Plur|POS=VERB|Person=3|VerbForm=Fin, Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs, Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Pre|PronType=Prs, Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, POS=PUNCT|PunctSide=Fin|PunctType=Qest, NumForm=Digit|NumType=Ord|POS=ADJ, Case=Acc|POS=PRON|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes, NumForm=Digit|NumType=Frac|POS=SYM, Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, Gender=Masc|Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, POS=PUNCT|PunctSide=Ini|PunctType=Qest, NumType=Card|Number=Sing|POS=NUM, Foreign=Yes|POS=PRON|PronType=Int, Foreign=Yes|Mood=Ind|POS=VERB|VerbForm=Fin, Foreign=Yes|POS=ADP, Gender=Masc|Number=Sing|POS=PROPN, POS=PUNCT|PunctSide=Ini|PunctType=Excl, POS=PUNCT|PunctSide=Fin|PunctType=Excl, Mood=Cnd|Number=Sing|POS=AUX|Person=1|VerbForm=Fin, Number=Plur|POS=PRON|Person=2|Polite=Form|PronType=Prs, Mood=Sub|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, POS=PUNCT|PunctSide=Ini|PunctType=Comm, POS=PUNCT|PunctSide=Fin|PunctType=Comm, Number=Plur|POS=PRON|Person=2|PronType=Prs, Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, Case=Acc,Dat|Number=Plur|POS=PRON|Person=2|PronType=Prs, Mood=Cnd|Number=Sing|POS=VERB|Person=1|VerbForm=Fin, Mood=Cnd|Number=Plur|POS=VERB|Person=1|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Gender=Masc|Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs, Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Number=Sing|POS=PRON|Person=2|Polite=Form|PronType=Prs, Gender=Masc|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, POS=VERB|Tense=Past|VerbForm=Part, Mood=Imp|Number=Plur|POS=AUX|Person=3|VerbForm=Fin, Case=Nom|POS=PRON|Person=3|PronType=Prs, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, Gender=Fem|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Gender=Masc|Number=Sing|POS=PRON|PronType=Rel, Definite=Ind|Number=Sing|POS=DET|PronType=Art, Gender=Masc|Number=Sing|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs, Number=Plur|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs, POS=AUX|Tense=Past|VerbForm=Part, Gender=Fem|NumType=Card|POS=NUM, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, AdvType=Tim|Degree=Cmp|POS=ADV, Case=Acc|Number=Sing|POS=PRON|Person=2|Polite=Infm|PrepCase=Pre|PronType=Prs, POS=DET|PronType=Rel, Definite=Ind|Gender=Fem|Number=Plur|POS=DET|PronType=Art, Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin, POS=INTJ, Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, POS=VERB|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Mood=Sub|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Case=Acc|POS=PRON|Person=3|PronType=Prs|Reflex=Yes, Foreign=Yes|POS=NOUN, Foreign=Yes|Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Foreign=Yes|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Foreign=Yes|POS=SCONJ, Foreign=Yes|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Gender=Masc|POS=SYM, Gender=Fem|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs, Gender=Masc|Number=Plur|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, Gender=Fem|Number=Sing|POS=PROPN, Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Definite=Def|Foreign=Yes|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Foreign=Yes|POS=VERB, Foreign=Yes|POS=ADJ, Foreign=Yes|POS=DET, Foreign=Yes|POS=ADV, POS=PUNCT|PunctSide=Fin|Punta d'aignctType=Brck, Degree=Cmp|POS=ADJ, AdvType=Tim|POS=SYM, Number=Plur|POS=DET|PronType=Dem, Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin |
parser |
ROOT, acl, advcl, advmod, amod, appos, aux, case, cc, ccomp, compound, conj, cop, csubj, dep, det, expl:pass, fixed, flat, iobj, mark, nmod, nsubj, nummod, obj, obl, parataxis, punct, xcomp |
ner |
LOC, MISC, ORG, PER |
Accuracy
| Type | Score |
|---|---|
TOKEN_ACC |
99.93 |
TOKEN_P |
99.78 |
TOKEN_R |
99.79 |
TOKEN_F |
99.79 |
POS_ACC |
99.19 |
MORPH_ACC |
99.01 |
MORPH_MICRO_P |
99.74 |
MORPH_MICRO_R |
99.49 |
MORPH_MICRO_F |
99.62 |
SENTS_P |
99.47 |
SENTS_R |
99.30 |
SENTS_F |
99.39 |
DEP_UAS |
95.23 |
DEP_LAS |
93.67 |
TAG_ACC |
99.19 |
LEMMA_ACC |
98.19 |
ENTS_P |
92.26 |
ENTS_R |
91.39 |
ENTS_F |
91.83 |
Installation
pip install spacy
python -m spacy download ca_core_news_trf
de_dep_news_trf-3.7.2
7 months ago
Checksum .tar.gz:
d8ae1e4085671e19da225e137de0250c826fe0e45e9afedfdc09769b783fdefd
Checksum .whl:3fb898b58c3647aa157e8b3ceb7acb43499f27e6d2f8a23f4c130f9c3de32cd4
Details: https://spacy.io/models/de#de_dep_news_trf
German transformer pipeline (Transformer(name='bert-base-german-cased', piece_encoder='bert-wordpiece', stride=136, type='bert', width=768, window=176, vocab_size=30000)). Components: transformer, tagger, morphologizer, parser, lemmatizer (trainable_lemmatizer).
| Feature | Description |
|---|---|
| Name | de_dep_news_trf |
| Version | 3.7.2 |
| spaCy | >=3.7.0,<3.8.0 |
| Default Pipeline | transformer, tagger, morphologizer, parser, lemmatizer, attribute_ruler |
| Components | transformer, tagger, morphologizer, parser, lemmatizer, attribute_ruler |
| Vectors | 0 keys, 0 unique vectors (0 dimensions) |
| Sources | TIGER Corpus (Brants, Sabine, Stefanie Dipper, Peter Eisenberg, Silvia Hansen, Esther König, Wolfgang Lezius, Christian Rohrer, George Smith, and Hans Uszkoreit) Tiger2Dep (Wolfgang Seeker) bert-base-german-cased (Branden Chan, Timo Möller, Malte Pietsch, Tanay Soni) |
| License | MIT |
| Author | Explosion |
| Model size | 391 MB |
Label Scheme
View label scheme (766 labels for 3 components)
| Component | Labels |
|---|---|
tagger |
$(, $,, $., ADJA, ADJD, ADV, APPO, APPR, APPRART, APZR, ART, CARD, FM, ITJ, KOKOM, KON, KOUI, KOUS, NE, NN, NNE, PDAT, PDS, PIAT, PIS, PPER, PPOSAT, PPOSS, PRELAT, PRELS, PRF, PROAV, PTKA, PTKANT, PTKNEG, PTKVZ, PTKZU, PWAT, PWAV, PWS, TRUNC, VAFIN, VAIMP, VAINF, VAPP, VMFIN, VMINF, VMPP, VVFIN, VVIMP, VVINF, VVIZU, VVPP, XY |
morphologizer |
POS=PUNCT, Case=Nom|Gender=Masc|Number=Sing|POS=PROPN, Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, POS=ADV, Case=Nom|Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Case=Nom|Degree=Pos|Gender=Masc|Number=Sing|POS=ADJ, Case=Nom|Gender=Masc|Number=Sing|POS=NOUN, Case=Nom|Gender=Masc|Number=Plur|POS=NOUN, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Case=Acc|Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Case=Acc|Gender=Masc|Number=Sing|POS=NOUN, POS=ADP, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Case=Acc|Degree=Pos|Gender=Fem|Number=Sing|POS=ADJ, Case=Acc|Gender=Fem|Number=Sing|POS=NOUN, Case=Acc|Gender=Fem|Number=Sing|POS=DET|Poss=Yes|PronType=Prs, Case=Nom|Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Case=Acc|Definite=Def|Gender=Neut|Number=Sing|POS=DET|PronType=Art, Case=Acc|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ, Case=Acc|Gender=Neut|Number=Sing|POS=NOUN, Case=Dat|Gender=Neut|Number=Sing|POS=PROPN, POS=VERB|VerbForm=Part, Case=Dat|Gender=Fem|Number=Plur|POS=NOUN, Foreign=Yes|POS=X, Degree=Pos|POS=ADV, Case=Dat|Gender=Neut|Number=Sing|POS=ADP, Case=Dat|Gender=Neut|Number=Sing|POS=NOUN, Case=Dat|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ, Case=Dat|Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Case=Dat|Degree=Pos|Gender=Masc|Number=Sing|POS=ADJ, Case=Dat|Gender=Masc|Number=Sing|POS=NOUN, POS=CCONJ, POS=SCONJ, Case=Acc|Definite=Ind|Gender=Neut|Number=Sing|POS=DET|PronType=Art, POS=VERB|VerbForm=Inf, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Case=Nom|Gender=Masc|Number=Plur|POS=DET|Poss=Yes|PronType=Prs, Case=Nom|Gender=Fem|Number=Plur|POS=DET|PronType=Dem, Case=Nom|Gender=Fem|Number=Plur|POS=NOUN, Case=Acc|Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Case=Acc|Degree=Sup|Gender=Fem|Number=Sing|POS=ADJ, Case=Gen|Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Case=Gen|Gender=Fem|Number=Sing|POS=NOUN, Case=Dat|Gender=Fem|Number=Sing|POS=DET|Poss=Yes|PronType=Prs, Case=Dat|Gender=Fem|Number=Sing|POS=NOUN, POS=PART, Case=Nom|Gender=Masc|Number=Plur|POS=DET|PronType=Ind, Case=Nom|Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art, Case=Dat|Definite=Def|Number=Plur|POS=DET|PronType=Art, Case=Dat|Number=Plur|POS=PROPN, POS=PRON|PronType=Ind, Case=Dat|Number=Plur|POS=PRON|Person=3|PronType=Prs|Reflex=Yes, Case=Acc|Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Case=Acc|Gender=Masc|Number=Sing|POS=PROPN, Case=Dat|Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Case=Gen|Definite=Def|Gender=Neut|Number=Sing|POS=DET|PronType=Art, Case=Gen|Gender=Neut|Number=Sing|POS=NOUN, Case=Nom|Number=Sing|POS=PROPN, Case=Dat|Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art, Case=Dat|Gender=Masc|Number=Plur|POS=NOUN, POS=NUM, Case=Dat|Gender=Neut|Number=Plur|POS=NOUN, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Case=Dat|Gender=Masc|Number=Sing|POS=ADP, Gender=Neut|POS=NOUN, Case=Acc|Number=Sing|POS=PROPN, Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs|Reflex=Yes, Case=Nom|Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Case=Nom|Gender=Fem|Number=Sing|POS=NOUN, Case=Gen|Definite=Def|Number=Plur|POS=DET|PronType=Art, Case=Acc|Gender=Fem|Number=Plur|POS=NOUN, Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Gen|Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Case=Gen|Gender=Masc|Number=Sing|POS=NOUN, Case=Nom|Definite=Def|Number=Plur|POS=DET|PronType=Art, Case=Nom|Number=Plur|POS=NOUN, Case=Acc|Gender=Masc|Number=Sing|POS=DET|Poss=Yes|PronType=Prs, Case=Dat|Definite=Def|Gender=Neut|Number=Sing|POS=DET|PronType=Art, Case=Nom|Number=Plur|POS=PRON|PronType=Ind, Case=Dat|Gender=Masc|Number=Sing|POS=DET|Poss=Yes|PronType=Prs, Case=Acc|Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art, POS=PROPN, Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, POS=INTJ, Case=Nom|Gender=Neut|Number=Sing|POS=PRON|PronType=Dem, Case=Nom|Gender=Neut|Number=Sing|POS=DET|Poss=Yes|PronType=Prs, Case=Nom|Gender=Neut|Number=Sing|POS=NOUN, Case=Acc|Number=Sing|POS=PRON|Person=3|PronType=Prs|Reflex=Yes, Case=Nom|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs, Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Case=Nom|Gender=Masc|Number=Sing|POS=PRON|PronType=Rel, Case=Acc|Gender=Masc|Number=Sing|POS=PRON|PronType=Ind, Case=Nom|Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Case=Nom|Degree=Pos|Gender=Fem|Number=Sing|POS=ADJ, Case=Dat|Degree=Pos|Gender=Fem|Number=Plur|POS=ADJ, Case=Acc|Gender=Masc|Number=Plur|POS=DET|PronType=Ind, Case=Acc|Gender=Masc|Number=Plur|POS=NOUN, Case=Nom|Gender=Masc|Number=Plur|POS=PRON|PronType=Rel, Case=Nom|Gender=Masc|Number=Sing|POS=PRON|PronType=Ind, Case=Dat|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Nom|Gender=Neut|Number=Plur|POS=NOUN, Case=Acc|Gender=Neut|Number=Plur|POS=PRON|PronType=Rel, Case=Dat|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Dat|Gender=Masc|Number=Sing|POS=PRON|PronType=Rel, Gender=Masc|POS=NOUN, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Case=Nom|Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art, Case=Nom|Gender=Fem|Number=Sing|POS=DET|PronType=Int, Case=Gen|Gender=Masc|Number=Sing|POS=PROPN, POS=SCONJ|PronType=Int, Case=Acc|Gender=Fem|Number=Plur|POS=DET|Poss=Yes|PronType=Prs, Case=Dat|Degree=Pos|Gender=Masc|Number=Plur|POS=ADJ, Case=Nom|Number=Sing|POS=PRON|PronType=Ind, Case=Gen|Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art, Case=Gen|Gender=Fem|Number=Plur|POS=NOUN, Case=Dat|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Dat|Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Case=Nom|Gender=Masc|Number=Sing|POS=DET|PronType=Ind, Case=Dat|Degree=Pos|Gender=Fem|Number=Sing|POS=ADJ, Case=Acc|Gender=Neut|Number=Sing|POS=DET|Poss=Yes|PronType=Prs, Case=Dat|Gender=Neut|Number=Sing|POS=PRON|PronType=Ind, Case=Dat|Degree=Cmp|Gender=Fem|Number=Plur|POS=ADJ, Case=Nom|Degree=Pos|Gender=Masc|Number=Plur|POS=ADJ, Gender=Neut|POS=PRON|PronType=Ind, Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Dat|Number=Plur|POS=DET|Poss=Yes|PronType=Prs, Case=Dat|Number=Plur|POS=NOUN, Case=Dat|Gender=Masc|Number=Sing|POS=PRON|PronType=Ind, Case=Nom|Gender=Fem|Number=Sing|POS=DET|Poss=Yes|PronType=Prs, Case=Dat|Gender=Masc|Number=Sing|POS=PROPN, Case=Gen|Gender=Masc|Number=Sing|POS=PRON|PronType=Dem, Case=Dat|Gender=Fem|Number=Sing|POS=ADP, Case=Acc|Gender=Fem|Number=Plur|POS=DET|PronType=Int, Case=Gen|Number=Plur|POS=PROPN, Case=Acc|Gender=Fem|Number=Plur|POS=DET|PronType=Dem, Case=Acc|Gender=Neut|Number=Plur|POS=NOUN, Case=Acc|Degree=Pos|Gender=Masc|Number=Sing|POS=ADJ, Case=Nom|Definite=Def|Gender=Neut|Number=Plur|POS=DET|PronType=Art, Case=Gen|Gender=Neut|Number=Sing|POS=DET|Poss=Yes|PronType=Prs, Degree=Cmp|POS=ADV, Case=Nom|Gender=Neut|Number=Plur|POS=PRON|PronType=Dem, Case=Gen|Definite=Ind|Gender=Neut|Number=Sing|POS=DET|PronType=Art, Case=Acc|Gender=Neut|Number=Sing|POS=ADP, Case=Dat|Number=Plur|POS=PRON|Person=1|PronType=Prs, Case=Acc|Gender=Neut|Number=Sing|POS=PRON|PronType=Int, Case=Dat|Definite=Ind|Gender=Neut|Number=Sing|POS=DET|PronType=Art, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, Case=Gen|Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art, Case=Gen|Gender=Masc|Number=Plur|POS=NOUN, Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Acc|Degree=Sup|Gender=Masc|Number=Sing|POS=ADJ, Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Gen|Gender=Masc|Number=Plur|POS=DET|Poss=Yes|PronType=Prs, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, Case=Gen|Number=Sing|POS=PROPN, Case=Nom|Definite=Def|Gender=Neut|Number=Sing|POS=DET|PronType=Art, Case=Nom|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ, Case=Dat|Gender=Fem|Number=Plur|POS=PRON|PronType=Rel, Case=Acc|Degree=Pos|Gender=Masc|Number=Plur|POS=ADJ, Case=Nom|Gender=Fem|Number=Plur|POS=DET|PronType=Ind, Case=Gen|Gender=Neut|Number=Sing|POS=PROPN, Case=Gen|Gender=Masc|Number=Sing|POS=DET|PronType=Rel, Case=Nom|Gender=Neut|Number=Sing|POS=PRON|PronType=Int, Case=Acc|Gender=Neut|Number=Sing|POS=DET|PronType=Ind, Case=Gen|Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art, POS=X, Case=Dat|Degree=Sup|Gender=Fem|Number=Sing|POS=ADJ, Case=Gen|Number=Plur|POS=NOUN, Case=Gen|Degree=Pos|Gender=Masc|Number=Sing|POS=ADJ, Case=Gen|Number=Plur|POS=DET|Poss=Yes|PronType=Prs, Case=Acc|Number=Plur|POS=PRON|PronType=Rel, Case=Nom|Degree=Pos|Gender=Fem|Number=Plur|POS=ADJ, Case=Gen|Degree=Pos|Gender=Fem|Number=Sing|POS=ADJ, Case=Gen|Definite=Def|Gender=Neut|Number=Plur|POS=DET|PronType=Art, Case=Gen|Degree=Pos|Gender=Neut|Number=Plur|POS=ADJ, Case=Gen|Gender=Neut|Number=Plur|POS=NOUN, Case=Nom|Gender=Fem|Number=Plur|POS=PRON|PronType=Ind, Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, Case=Nom|Degree=Pos|Number=Plur|POS=ADJ, Case=Nom|Number=Plur|POS=PRON|PronType=Rel, Case=Nom|Gender=Fem|Number=Sing|POS=PRON|PronType=Rel, Case=Acc|Degree=Pos|Gender=Neut|Number=Plur|POS=ADJ, Case=Dat|Degree=Pos|Gender=Neut|Number=Plur|POS=ADJ, Case=Acc|Definite=Def|Gender=Neut|Number=Plur|POS=DET|PronType=Art, Case=Acc|Degree=Sup|Gender=Neut|Number=Plur|POS=ADJ, Case=Nom|Degree=Sup|Gender=Masc|Number=Sing|POS=ADJ, Case=Nom|Gender=Fem|Number=Plur|POS=PRON|PronType=Rel, POS=DET|PronType=Ind, Case=Gen|Degree=Pos|Gender=Fem|Number=Plur|POS=ADJ, Case=Nom|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Acc|Gender=Masc|Number=Sing|POS=DET|PronType=Dem, Case=Dat|Gender=Fem|Number=Plur|POS=DET|Poss=Yes|PronType=Prs, Case=Acc|Gender=Neut|Number=Sing|POS=PROPN, Case=Nom|Gender=Fem|Number=Sing|POS=PROPN, Case=Acc|Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art, Case=Dat|Definite=Def|Gender=Neut|Number=Plur|POS=DET|PronType=Art, Case=Nom|Gender=Neut|Number=Plur|POS=DET|PronType=Ind, Case=Dat|Number=Sing|POS=DET|Poss=Yes|PronType=Prs, Case=Dat|Number=Sing|POS=NOUN, Case=Nom|Definite=Ind|Gender=Neut|Number=Sing|POS=DET|PronType=Art, Degree=Pos|POS=ADJ, Case=Acc|Gender=Fem|Number=Sing|POS=PROPN, Case=Acc|Degree=Pos|Number=Plur|POS=ADJ, Case=Acc|Number=Plur|POS=NOUN, Case=Dat|Number=Plur|POS=PRON|PronType=Rel, Case=Acc|Gender=Neut|Number=Sing|POS=PRON|PronType=Dem, Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Past|VerbForm=Fin, Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Nom|Degree=Pos|Gender=Neut|Number=Plur|POS=ADJ, Case=Acc|Gender=Neut|Number=Sing|POS=PRON|PronType=Rel, Case=Nom|Gender=Neut|Number=Plur|POS=PRON|PronType=Rel, POS=AUX|VerbForm=Inf, Case=Acc|Gender=Neut|Number=Plur|POS=DET|PronType=Dem, Case=Nom|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Case=Nom|Number=Plur|POS=PRON|Person=1|PronType=Prs, Case=Acc|Gender=Fem|Number=Plur|POS=DET|PronType=Ind, Case=Nom|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Acc|POS=PRON|Person=3|PronType=Prs, Case=Gen|Gender=Fem|Number=Sing|POS=DET|Poss=Yes|PronType=Prs, Case=Acc|Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art, Case=Dat|Gender=Fem|Number=Sing|POS=PROPN, Case=Gen|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ, Case=Acc|Gender=Fem|Number=Sing|POS=DET|PronType=Ind, Case=Acc|Degree=Pos|Gender=Fem|Number=Plur|POS=ADJ, Case=Nom|Gender=Neut|Number=Sing|POS=PRON|PronType=Rel, Case=Gen|Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Case=Nom|Gender=Fem|Number=Sing|POS=DET|PronType=Dem, Case=Dat|Gender=Neut|Number=Sing|POS=DET|Poss=Yes|PronType=Prs, Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, POS=ADV|PronType=Int, Case=Nom|Gender=Masc|Number=Sing|POS=PRON|PronType=Int, Case=Dat|Gender=Masc|Number=Sing|POS=PRON|PronType=Int, POS=AUX|VerbForm=Part, Case=Dat|Gender=Neut|Number=Plur|POS=DET|PronType=Ind, Case=Dat|Number=Plur|POS=PRON|PronType=Ind, Case=Nom|Number=Plur|POS=DET|PronType=Dem, Case=Dat|Gender=Neut|Number=Sing|POS=DET|PronType=Dem, Case=Dat|Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art, Case=Gen|Gender=Fem|Number=Sing|POS=PROPN, Case=Dat|Number=Sing|POS=PRON|Person=3|PronType=Prs|Reflex=Yes, Case=Acc|Number=Plur|POS=PRON|Person=1|PronType=Prs, Case=Acc|Degree=Cmp|Gender=Fem|Number=Sing|POS=ADJ, Case=Gen|Gender=Masc|Number=Sing|POS=DET|PronType=Dem, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Case=Dat|Gender=Fem|Number=Plur|POS=DET|PronType=Dem, Case=Nom|Gender=Neut|Number=Sing|POS=DET|PronType=Ind, Case=Dat|Number=Sing|POS=PRON|Person=1|PronType=Prs|Reflex=Yes, Case=Acc|Number=Sing|POS=PRON|Person=1|PronType=Prs, Case=Dat|Degree=Pos|Number=Plur|POS=ADJ, Case=Dat|Number=Sing|POS=PRON|Person=1|PronType=Prs, Case=Nom|Gender=Neut|Number=Sing|POS=PRON|PronType=Ind, Case=Nom|Gender=Neut|Number=Sing|POS=PROPN, Case=Nom|Number=Plur|POS=DET|PronType=Ind, Degree=Sup|POS=ADV, Case=Dat|Gender=Masc|Number=Plur|POS=PRON|PronType=Rel, Case=Nom|Gender=Fem|Number=Sing|POS=PRON|PronType=Ind, Case=Acc|Gender=Fem|Number=Plur|POS=PRON|PronType=Rel, Case=Nom|Number=Sing|POS=NOUN, Case=Acc|Definite=Def|Number=Plur|POS=DET|PronType=Art, Case=Gen|Number=Sing|POS=NOUN, Case=Nom|Gender=Fem|Number=Sing|POS=DET|PronType=Ind, Case=Nom|Degree=Cmp|Gender=Fem|Number=Sing|POS=ADJ, Case=Dat|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Acc|Gender=Masc|Number=Plur|POS=DET|Poss=Yes|PronType=Prs, Case=Gen|Degree=Cmp|Gender=Masc|Number=Sing|POS=ADJ, Case=Nom|Number=Plur|POS=PRON|PronType=Dem, Case=Nom|Gender=Fem|Number=Sing|POS=PRON|PronType=Dem, Case=Acc|Gender=Masc|Number=Sing|POS=DET|PronType=Ind, Case=Acc|Number=Plur|POS=PRON|PronType=Ind, Case=Dat|Number=Plur|POS=DET|PronType=Ind, Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Case=Dat|Gender=Neut|Number=Sing|POS=PRON|PronType=Rel, Definite=Ind|Gender=Neut|Number=Sing|POS=DET|PronType=Art, Case=Dat|Gender=Neut|Number=Plur|POS=DET|Poss=Yes|PronType=Prs, Case=Dat|Gender=Fem|Number=Sing|POS=DET|PronType=Ind, Case=Acc|Degree=Cmp|Gender=Masc|Number=Plur|POS=ADJ, Gender=Fem|POS=NOUN, Case=Gen|Degree=Sup|Gender=Fem|Number=Plur|POS=ADJ, Case=Dat|Degree=Cmp|Gender=Fem|Number=Sing|POS=ADJ, Case=Dat|Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Case=Nom|Gender=Masc|Number=Sing|POS=DET|Poss=Yes|PronType=Prs, Case=Dat|Degree=Sup|Gender=Masc|Number=Sing|POS=ADJ, Case=Gen|Gender=Masc|Number=Plur|POS=DET|PronType=Dem, Case=Gen|Gender=Fem|Number=Sing|POS=DET|PronType=Ind, Case=Acc|Gender=Neut|Number=Plur|POS=DET|PronType=Ind, Case=Nom|Gender=Masc|Number=Plur|POS=PRON|PronType=Dem, Case=Gen|Gender=Neut|Number=Plur|POS=DET|PronType=Ind, Case=Nom|Degree=Sup|Gender=Masc|Number=Plur|POS=ADJ, Case=Acc|Gender=Fem|Number=Sing|POS=PRON|PronType=Rel, Case=Nom|Degree=Cmp|Number=Plur|POS=ADJ, Case=Gen|Gender=Fem|Number=Sing|POS=DET|PronType=Rel, Case=Dat|Gender=Fem|Number=Plur|POS=PROPN, Case=Dat|Number=Sing|POS=PROPN, Case=Gen|Degree=Pos|Gender=Masc|Number=Plur|POS=ADJ, Case=Dat|Gender=Masc|Number=Plur|POS=DET|PronType=Ind, Case=Dat|Gender=Masc|Number=Sing|POS=DET|PronType=Dem, Case=Dat|Gender=Neut|Number=Plur|POS=PRON|PronType=Rel, Case=Nom|Gender=Neut|Number=Sing|POS=DET|PronType=Dem, Case=Acc|Gender=Neut|Number=Sing|POS=PRON|PronType=Ind, Case=Nom|Number=Plur|POS=PROPN, Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Case=Acc|Number=Plur|POS=PRON|Person=1|PronType=Prs|Reflex=Yes, Case=Gen|Gender=Fem|Number=Plur|POS=PRON|PronType=Rel, Case=Gen|Gender=Masc|Number=Plur|POS=DET|PronType=Rel, Case=Gen|Gender=Neut|Number=Plur|POS=DET|Poss=Yes|PronType=Prs, Case=Gen|Number=Plur|POS=DET|PronType=Rel, Case=Dat|Degree=Sup|Gender=Fem|Number=Plur|POS=ADJ, Case=Nom|Gender=Neut|Number=Plur|POS=DET|PronType=Dem, Case=Nom|Degree=Cmp|Gender=Neut|Number=Plur|POS=ADJ, Case=Nom|Gender=Fem|Number=Plur|POS=PROPN, Case=Dat|Gender=Fem|Number=Plur|POS=DET|PronType=Ind, Case=Nom|Degree=Sup|Gender=Fem|Number=Sing|POS=ADJ, Case=Gen|Degree=Pos|Number=Plur|POS=ADJ, Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Acc|Gender=Fem|Number=Sing|POS=DET|PronType=Dem, Case=Gen|Gender=Fem|Number=Sing|POS=DET|PronType=Dem, Case=Dat|Gender=Fem|Number=Plur|POS=PRON|PronType=Ind, Case=Nom|Degree=Cmp|Gender=Fem|Number=Plur|POS=ADJ, Case=Dat|Number=Plur|POS=PRON|PronType=Dem, Case=Nom|Gender=Masc|Number=Sing|POS=PRON|PronType=Dem, Case=Acc|Degree=Cmp|Gender=Masc|Number=Sing|POS=ADJ, Case=Acc|Number=Plur|POS=DET|PronType=Dem, Case=Nom|Gender=Fem|Number=Plur|POS=DET|Poss=Yes|PronType=Prs, Case=Acc|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Dat|Gender=Fem|Number=Sing|POS=PRON|PronType=Rel, Gender=Masc|Number=Sing|POS=NOUN, Case=Gen|Gender=Neut|Number=Sing|POS=DET|PronType=Dem, Case=Gen|Gender=Masc|Number=Sing|POS=DET|Poss=Yes|PronType=Prs, Case=Nom|Definite=Ind|Number=Sing|POS=DET|PronType=Art, Case=Acc|Number=Plur|POS=PRON|Poss=Yes|PronType=Prs, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Case=Dat|Gender=Fem|Number=Sing|POS=DET|PronType=Int, Case=Nom|Gender=Masc|Number=Sing|POS=DET|PronType=Dem, Gender=Fem|Number=Sing|POS=DET|Poss=Yes|PronType=Prs, Gender=Fem|Number=Sing|POS=NOUN, Case=Gen|Gender=Fem|Number=Plur|POS=DET|Poss=Yes|PronType=Prs, Case=Gen|Gender=Fem|Number=Plur|POS=PRON|PronType=Dem, Case=Acc|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Gen|Gender=Fem|Number=Sing|POS=DET|PronType=Int, Case=Dat|Gender=Fem|Number=Sing|POS=DET|PronType=Dem, Case=Dat|Gender=Masc|Number=Sing|POS=DET|PronType=Ind, Case=Acc|Gender=Neut|Number=Plur|POS=DET|Poss=Yes|PronType=Prs, Case=Nom|Gender=Fem|Number=Sing|POS=DET|PronType=Rel, Case=Gen|Gender=Fem|Number=Plur|POS=DET|PronType=Ind, Case=Dat|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Acc|Degree=Cmp|Number=Plur|POS=ADJ, Case=Gen|Number=Plur|POS=PRON|PronType=Dem, Case=Nom|Gender=Neut|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Acc|Gender=Fem|Number=Sing|POS=PRON|PronType=Ind, Case=Acc|Degree=Sup|Gender=Neut|Number=Sing|POS=ADJ, Case=Acc|Degree=Cmp|Gender=Fem|Number=Plur|POS=ADJ, Case=Dat|Gender=Neut|Number=Plur|POS=DET|PronType=Dem, Case=Acc|Gender=Masc|Number=Plur|POS=PRON|PronType=Ind, Case=Nom|Gender=Masc|Number=Plur|POS=PRON|PronType=Ind, Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Past|VerbForm=Fin, Case=Nom|Gender=Fem|Number=Plur|POS=PRON|PronType=Dem, Gender=Masc|Number=Plur|POS=NOUN, Case=Nom|Degree=Cmp|Gender=Neut|Number=Sing|POS=ADJ, Gender=Neut|POS=PROPN, Case=Acc|Gender=Neut|Number=Plur|POS=PROPN, Case=Gen|Degree=Sup|Gender=Neut|Number=Plur|POS=ADJ, Case=Dat|Degree=Sup|Gender=Neut|Number=Plur|POS=ADJ, Degree=Pos|Gender=Fem|Number=Sing|POS=ADJ, Case=Dat|Gender=Neut|Number=Plur|POS=PRON|Person=3|PronType=Prs, Gender=Masc|POS=PROPN, Case=Dat|Gender=Masc|Number=Sing|POS=PRON|PronType=Dem, Case=Nom|POS=PROPN, Case=Acc|Gender=Masc|Number=Plur|POS=DET|PronType=Dem, Case=Nom|Gender=Neut|Number=Plur|POS=PRON|PronType=Ind, Case=Gen|Gender=Neut|Number=Plur|POS=DET|PronType=Dem, Case=Gen|Gender=Masc|Number=Plur|POS=PRON|PronType=Dem, Case=Acc|Gender=Neut|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Dat|Gender=Masc|Number=Plur|POS=DET|PronType=Dem, Case=Dat|Gender=Masc|Number=Plur|POS=DET|Poss=Yes|PronType=Prs, Case=Gen|Gender=Masc|Number=Plur|POS=DET|PronType=Ind, Case=Acc|Gender=Masc|Number=Plur|POS=PRON|PronType=Rel, Case=Acc|Gender=Neut|Number=Plur|POS=DET|PronType=Int, Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Case=Acc|Gender=Neut|Number=Sing|POS=DET|PronType=Dem, Case=Gen|Degree=Cmp|Gender=Masc|Number=Plur|POS=ADJ, Case=Gen|Gender=Fem|Number=Sing|POS=PRON|PronType=Dem, Case=Dat|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Gen|Degree=Sup|Gender=Masc|Number=Plur|POS=ADJ, Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=1|PronType=Prs, Case=Gen|Gender=Neut|Number=Sing|POS=DET|PronType=Rel, Case=Acc|Gender=Fem|Number=Plur|POS=PROPN, Case=Acc|Number=Plur|POS=PROPN, Case=Nom|Gender=Neut|Number=Plur|POS=DET|Poss=Yes|PronType=Prs, Case=Acc|Number=Plur|POS=DET|PronType=Ind, Case=Dat|Definite=Ind|Number=Sing|POS=DET|PronType=Art, Case=Dat|Number=Sing|POS=PRON|PronType=Rel, Case=Gen|Degree=Cmp|Gender=Neut|Number=Plur|POS=ADJ, Case=Dat|Number=Sing|POS=ADP, Case=Gen|Gender=Fem|Number=Plur|POS=DET|PronType=Rel, Mood=Imp|Number=Sing|POS=VERB|Person=2, Case=Nom|Degree=Cmp|Gender=Masc|Number=Plur|POS=ADJ, Case=Nom|Degree=Cmp|Gender=Masc|Number=Sing|POS=ADJ, Case=Gen|Gender=Fem|Number=Plur|POS=PROPN, Case=Acc|Gender=Masc|POS=NOUN, Case=Dat|Degree=Sup|Gender=Neut|Number=Sing|POS=ADJ, Case=Dat|Gender=Fem|Number=Sing|POS=PRON|PronType=Ind, Case=Dat|Degree=Cmp|Gender=Neut|Number=Sing|POS=ADJ, Case=Gen|Gender=Neut|Number=Sing|POS=PRON|PronType=Ind, Case=Acc|Degree=Sup|Gender=Fem|Number=Plur|POS=ADJ, Case=Acc|Degree=Cmp|Gender=Neut|Number=Sing|POS=ADJ, Case=Gen|Degree=Sup|Gender=Masc|Number=Sing|POS=ADJ, Case=Gen|Degree=Sup|Gender=Neut|Number=Sing|POS=ADJ, Gender=Neut|Number=Sing|POS=NOUN, POS=NOUN, Case=Dat|Gender=Neut|Number=Sing|POS=DET|PronType=Int, Case=Nom|Gender=Fem|Number=Sing|POS=PRON|Person=1|PronType=Prs, Case=Nom|Gender=Masc|Number=Plur|POS=DET|PronType=Dem, Case=Gen|Number=Sing|POS=DET|PronType=Rel, Case=Gen|Gender=Fem|Number=Plur|POS=DET|PronType=Dem, Case=Dat|POS=PROPN, Case=Gen|Definite=Def|POS=DET|PronType=Art, Case=Gen|POS=PROPN, Case=Acc|Number=Sing|POS=NOUN, Case=Gen|Degree=Sup|Gender=Fem|Number=Sing|POS=ADJ, Case=Dat|Degree=Cmp|Gender=Masc|Number=Sing|POS=ADJ, Mood=Imp|Number=Plur|POS=VERB|Person=2, Case=Dat|Degree=Cmp|Gender=Masc|Number=Plur|POS=ADJ, Case=Dat|Number=Plur|POS=PRON|Person=1|PronType=Prs|Reflex=Yes, Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Person=1|PronType=Prs, Case=Acc|Gender=Masc|Number=Sing|POS=PRON|PronType=Rel, Case=Nom|Gender=Masc|Number=Plur|POS=PRON|Person=1|PronType=Prs, Case=Gen|Gender=Neut|Number=Sing|POS=PRON|PronType=Dem, Case=Gen|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Gen|Degree=Cmp|Gender=Fem|Number=Sing|POS=ADJ, Case=Nom|Gender=Masc|Number=Sing|POS=DET|PronType=Int, Case=Gen|POS=PRON|PronType=Dem, Definite=Ind|POS=DET|PronType=Art, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Past|VerbForm=Fin, Case=Nom|Degree=Sup|Gender=Neut|Number=Plur|POS=ADJ, Case=Acc|Gender=Masc|Number=Sing|POS=DET|PronType=Int, Case=Dat|POS=PRON|PronType=Dem, Gender=Masc|Number=Sing|POS=PROPN, Case=Gen|Degree=Cmp|Gender=Neut|Number=Sing|POS=ADJ, Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Poss=Yes|PronType=Prs, Case=Acc|Gender=Fem|Number=Sing|POS=PRON|PronType=Dem, Gender=Neut|Number=Sing|POS=PROPN, Case=Dat|Gender=Neut|Number=Sing|POS=PRON|PronType=Dem, Case=Dat|Number=Sing|POS=PRON|PronType=Dem, Case=Dat|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Dat|Degree=Cmp|Number=Sing|POS=ADJ, Case=Dat|Degree=Pos|Number=Sing|POS=ADJ, POS=DET|Poss=Yes|PronType=Prs, Case=Gen|Number=Sing|POS=PRON|PronType=Dem, Gender=Fem|Number=Sing|POS=PROPN, Case=Nom|Degree=Sup|Gender=Neut|Number=Sing|POS=ADJ, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Past|VerbForm=Fin, Case=Nom|Gender=Masc|Number=Plur|POS=PROPN, Case=Nom|Degree=Sup|Gender=Fem|Number=Plur|POS=ADJ, Case=Nom|Number=Sing|POS=PRON|Person=2|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Case=Acc|Number=Plur|POS=PRON|PronType=Dem, Case=Nom|POS=PRON|Person=3|PronType=Prs, Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, Case=Nom|Gender=Fem|Number=Sing|POS=PRON|Person=2|PronType=Prs, Case=Dat|Number=Sing|POS=PRON|Person=2|PronType=Prs, Case=Acc|Number=Sing|POS=PRON|Person=2|PronType=Prs, Case=Nom|Number=Sing|POS=PRON|PronType=Int, Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Past|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Past|VerbForm=Fin, Case=Nom|Gender=Masc|Number=Plur|POS=PRON|PronType=Int, Case=Dat|Gender=Masc|Number=Plur|POS=PRON|PronType=Ind, Case=Nom|Number=Sing|POS=DET|Poss=Yes|PronType=Prs, Case=Gen|Gender=Neut|Number=Plur|POS=DET|PronType=Rel, Case=Acc|Gender=Neut|Number=Sing|POS=DET|PronType=Int, Case=Acc|Gender=Fem|Number=Plur|POS=PRON|PronType=Ind, Case=Dat|Degree=Sup|Gender=Masc|Number=Plur|POS=ADJ, Case=Acc|Number=Plur|POS=DET|Poss=Yes|PronType=Prs, Case=Dat|Gender=Masc|Number=Sing|POS=PRON|Person=1|PronType=Prs, Case=Dat|Gender=Neut|Number=Plur|POS=PRON|PronType=Ind, Case=Dat|Gender=Fem|Number=Plur|POS=PRON|PronType=Dem, Case=Gen|Number=Plur|POS=DET|PronType=Ind, Case=Gen|Gender=Masc|Number=Sing|POS=DET|PronType=Ind, Case=Dat|Gender=Fem|Number=Sing|POS=PRON|PronType=Dem, Case=Dat|Gender=Neut|Number=Sing|POS=DET|PronType=Ind, Case=Gen|Degree=Cmp|Gender=Fem|Number=Plur|POS=ADJ, Case=Acc|Degree=Cmp|Gender=Neut|Number=Plur|POS=ADJ, Case=Acc|Gender=Masc|Number=Sing|POS=PRON|PronType=Dem, Case=Dat|Gender=Masc|Number=Sing|POS=DET|PronType=Int, Case=Nom|Number=Plur|POS=DET|Poss=Yes|PronType=Prs, Case=Acc|Number=Sing|POS=PRON|PronType=Ind, Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Case=Gen|Number=Plur|POS=DET|PronType=Dem, Gender=Neut|POS=DET|PronType=Ind, Case=Dat|Number=Sing|POS=PRON|PronType=Ind, Case=Nom|Number=Plur|POS=PRON|Person=2|PronType=Prs, Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Case=Dat|Number=Plur|POS=PRON|Person=2|PronType=Prs, Case=Acc|Number=Sing|POS=PRON|Person=1|PronType=Prs|Reflex=Yes, (truncated: full list in pipeline meta) |
parser |
ROOT, ac, adc, ag, ams, app, avc, cc, cd, cj, cm, cp, cvc, da, dep, dm, ep, ju, mnr, mo, ng, nk, nmc, oa, oc, og, op, par, pd, pg, ph, pm, pnc, punct, rc, re, rs, sb, sbp, svp, uc, vo |
Accuracy
| Type | Score |
|---|---|
TOKEN_ACC |
99.96 |
TOKEN_P |
99.92 |
TOKEN_R |
99.90 |
TOKEN_F |
99.91 |
TAG_ACC |
99.07 |
POS_ACC |
99.18 |
MORPH_ACC |
97.01 |
MORPH_MICRO_P |
98.85 |
MORPH_MICRO_R |
98.87 |
MORPH_MICRO_F |
98.86 |
SENTS_P |
97.75 |
SENTS_R |
98.04 |
SENTS_F |
97.90 |
DEP_UAS |
95.83 |
DEP_LAS |
94.74 |
LEMMA_ACC |
98.72 |
Installation
pip install spacy
python -m spacy download de_dep_news_trf
da_core_news_trf-3.7.2
7 months ago
Checksum .tar.gz:
b36cfc1598ed7adc860a690a6c1959edffe0d71a9be96a19aed83e5336c87b3c
Checksum .whl:89bfa83b2c7a53376976a12ac112ac91b910990e341b7c46d7faaef5fcc620e2
Details: https://spacy.io/models/da#da_core_news_trf
Danish transformer pipeline (Transformer(name='vesteinn/DanskBERT', piece_encoder='xlm-roberta-sentencepiece', stride=120, type='xlm-roberta', width=768, window=152, vocab_size=50005)). Components: transformer, morphologizer, parser, lemmatizer (trainable_lemmatizer), ner, attribute_ruler.
| Feature | Description |
|---|---|
| Name | da_core_news_trf |
| Version | 3.7.2 |
| spaCy | >=3.7.0,<3.8.0 |
| Default Pipeline | transformer, morphologizer, parser, lemmatizer, attribute_ruler, ner |
| Components | transformer, morphologizer, parser, lemmatizer, attribute_ruler, ner |
| Vectors | 0 keys, 0 unique vectors (0 dimensions) |
| Sources | UD Danish DDT v2.8 (Johannsen, Anders; MartĂnez Alonso, HĂ©ctor; Plank, Barbara) DaNE (Rasmus Hvingelby, Amalie B. Pauli, Maria Barrett, Christina Rosted, Lasse M. Lidegaard, Anders Søgaard) vesteinn/DanskBERT (Snæbjarnarson, VĂ©steinn and Simonsen, Annika and Glavaš, Goran and Vulić, Ivan) |
| License | CC BY-SA 4.0 |
| Author | Explosion |
| Model size | 420 MB |
Label Scheme
View label scheme (193 labels for 3 components)
| Component | Labels |
|---|---|
morphologizer |
AdpType=Prep|POS=ADP, Definite=Ind|Gender=Com|Number=Sing|POS=NOUN, Mood=Ind|POS=AUX|Tense=Pres|VerbForm=Fin|Voice=Act, POS=PROPN, Definite=Ind|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Definite=Def|Gender=Neut|Number=Sing|POS=NOUN, POS=SCONJ, Definite=Def|Gender=Com|Number=Sing|POS=NOUN, Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin|Voice=Act, POS=ADV, Number=Plur|POS=DET|PronType=Dem, Degree=Pos|Number=Plur|POS=ADJ, Definite=Ind|Gender=Com|Number=Plur|POS=NOUN, POS=PUNCT, POS=CCONJ, Definite=Ind|Degree=Cmp|Number=Sing|POS=ADJ, Degree=Cmp|POS=ADJ, POS=PRON|PartType=Inf, Gender=Com|Number=Sing|POS=DET|PronType=Ind, Definite=Ind|Degree=Pos|Number=Sing|POS=ADJ, Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs, Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN, Definite=Def|Degree=Pos|Number=Sing|POS=ADJ, Gender=Neut|Number=Sing|POS=DET|PronType=Dem, Degree=Pos|POS=ADV, Definite=Def|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN, POS=PRON|PronType=Dem, NumType=Card|POS=NUM, Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ, Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=3|PronType=Prs, Degree=Pos|Gender=Com|Number=Sing|POS=ADJ, Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=3|PronType=Prs, NumType=Ord|POS=ADJ, Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes, Mood=Ind|POS=AUX|Tense=Past|VerbForm=Fin|Voice=Act, POS=VERB|VerbForm=Inf|Voice=Act, Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin|Voice=Act, POS=NOUN, Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin|Voice=Pass, POS=ADP|PartType=Inf, Degree=Pos|POS=ADJ, Definite=Def|Gender=Com|Number=Plur|POS=NOUN, Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs, Case=Gen|Definite=Def|Gender=Com|Number=Sing|POS=NOUN, POS=AUX|VerbForm=Inf|Voice=Act, Definite=Ind|Degree=Pos|Gender=Com|Number=Sing|POS=ADJ, Gender=Com|Number=Sing|POS=DET|PronType=Dem, Number=Plur|POS=DET|PronType=Ind, Gender=Com|Number=Sing|POS=PRON|PronType=Ind, Case=Acc|POS=PRON|Person=3|PronType=Prs|Reflex=Yes, POS=PART|PartType=Inf, Gender=Neut|Number=Sing|POS=DET|PronType=Ind, Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Gen|Definite=Def|Gender=Neut|Number=Sing|POS=NOUN, Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=1|PronType=Prs, Case=Nom|Gender=Com|POS=PRON|PronType=Ind, Gender=Neut|Number=Sing|POS=PRON|PronType=Ind, Mood=Imp|POS=VERB, Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs, Definite=Ind|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part, POS=X, Case=Nom|Gender=Com|Number=Plur|POS=PRON|Person=1|PronType=Prs, Case=Gen|Definite=Def|Gender=Com|Number=Plur|POS=NOUN, POS=VERB|Tense=Pres|VerbForm=Part, Number=Plur|POS=PRON|PronType=Int,Rel, POS=VERB|VerbForm=Inf|Voice=Pass, Case=Gen|Definite=Ind|Gender=Com|Number=Sing|POS=NOUN, Degree=Cmp|POS=ADV, POS=ADV|PartType=Inf, Degree=Sup|POS=ADV, Number=Plur|POS=PRON|PronType=Dem, Number=Plur|POS=PRON|PronType=Ind, Definite=Def|Gender=Neut|Number=Plur|POS=NOUN, Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=1|PronType=Prs, Case=Gen|POS=PROPN, POS=ADP, Degree=Cmp|Number=Plur|POS=ADJ, Definite=Def|Degree=Sup|POS=ADJ, Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs, Degree=Pos|Number=Sing|POS=ADJ, Number=Plur|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes, Gender=Com|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs|Style=Form, Number=Plur|POS=PRON|PronType=Rcp, Case=Gen|Degree=Cmp|POS=ADJ, Case=Gen|Definite=Def|Gender=Neut|Number=Plur|POS=NOUN, Number[psor]=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs, POS=INTJ, Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs, Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ, Gender=Neut|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs|Style=Form, Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=2|PronType=Prs, Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, Case=Gen|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN, Number=Sing|POS=PRON|PronType=Int,Rel, Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs|Style=Form, Gender=Neut|Number=Sing|POS=PRON|PronType=Int,Rel, Definite=Def|Degree=Sup|Number=Plur|POS=ADJ, Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=2|PronType=Prs, Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes, Definite=Ind|Number=Sing|POS=NOUN, Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Number=Plur|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes, POS=SYM, Case=Nom|Gender=Com|POS=PRON|Person=2|Polite=Form|PronType=Prs, Degree=Sup|POS=ADJ, Number=Plur|POS=DET|PronType=Ind|Style=Arch, Case=Gen|Gender=Com|Number=Sing|POS=DET|PronType=Dem, Foreign=Yes|POS=X, POS=DET|Person=2|Polite=Form|Poss=Yes|PronType=Prs, Gender=Neut|Number=Sing|POS=PRON|PronType=Dem, Case=Acc|Gender=Com|Number=Plur|POS=PRON|Person=1|PronType=Prs, Case=Gen|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN, Case=Gen|POS=PRON|PronType=Int,Rel, Gender=Com|Number=Sing|POS=PRON|PronType=Dem, Abbr=Yes|POS=X, Case=Gen|Definite=Ind|Gender=Com|Number=Plur|POS=NOUN, Definite=Def|Degree=Abs|POS=ADJ, Definite=Ind|Degree=Sup|Number=Sing|POS=ADJ, Definite=Ind|POS=NOUN, Gender=Com|Number=Plur|POS=NOUN, Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs, Gender=Com|POS=PRON|PronType=Int,Rel, Case=Nom|Gender=Com|Number=Plur|POS=PRON|Person=2|PronType=Prs, Degree=Abs|POS=ADV, POS=VERB|VerbForm=Ger, POS=VERB|Tense=Past|VerbForm=Part, Definite=Def|Degree=Sup|Number=Sing|POS=ADJ, Number=Plur|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs|Style=Form, Case=Gen|Definite=Def|Degree=Pos|Number=Sing|POS=ADJ, Case=Gen|Degree=Pos|Number=Plur|POS=ADJ, Case=Acc|Gender=Com|POS=PRON|Person=2|Polite=Form|PronType=Prs, Gender=Com|Number=Sing|POS=PRON|PronType=Int,Rel, POS=VERB|Tense=Pres, Case=Gen|Number=Plur|POS=DET|PronType=Ind, Number[psor]=Plur|POS=DET|Person=2|Poss=Yes|PronType=Prs, POS=PRON|Person=2|Polite=Form|Poss=Yes|PronType=Prs, Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, POS=AUX|Tense=Pres|VerbForm=Part, Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin|Voice=Pass, Gender=Com|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes, Degree=Sup|Number=Plur|POS=ADJ, Case=Acc|Gender=Com|Number=Plur|POS=PRON|Person=2|PronType=Prs, Gender=Neut|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes, Definite=Ind|Number=Plur|POS=NOUN, Case=Gen|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Mood=Imp|POS=AUX, Gender=Com|Number=Sing|Number[psor]=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Prs, Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Definite=Def|Gender=Com|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Number=Plur|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, Case=Gen|Gender=Com|Number=Sing|POS=DET|PronType=Ind, Case=Gen|POS=NOUN, Number[psor]=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs, POS=DET|PronType=Dem, Definite=Def|Number=Plur|POS=NOUN |
parser |
ROOT, acl:relcl, advcl, advmod, advmod:lmod, amod, appos, aux, case, cc, ccomp, compound:prt, conj, cop, dep, det, expl, fixed, flat, iobj, list, mark, nmod, nmod:poss, nsubj, nummod, obj, obl, obl:lmod, obl:tmod, punct, xcomp |
ner |
LOC, MISC, ORG, PER |
Accuracy
| Type | Score |
|---|---|
TOKEN_ACC |
99.89 |
TOKEN_P |
99.78 |
TOKEN_R |
99.75 |
TOKEN_F |
99.76 |
POS_ACC |
98.71 |
MORPH_ACC |
98.45 |
MORPH_MICRO_P |
99.30 |
MORPH_MICRO_R |
98.86 |
MORPH_MICRO_F |
99.08 |
SENTS_P |
92.62 |
SENTS_R |
93.44 |
SENTS_F |
93.03 |
DEP_UAS |
89.79 |
DEP_LAS |
87.41 |
LEMMA_ACC |
95.80 |
TAG_ACC |
98.71 |
ENTS_P |
88.66 |
ENTS_R |
91.25 |
ENTS_F |
89.94 |
Installation
pip install spacy
python -m spacy download da_core_news_trf
en_core_web_trf-3.7.2
7 months ago
Checksum .tar.gz:
756e9f0c35564a11ee87216898c3ab2b8884e71ca21948c88d1a3553f308c285
Checksum .whl:dd56d80640411c2e81c3b0cfcb6068156a459c259ae11a4ea51c625c751e3e0a
Details: https://spacy.io/models/en#en_core_web_trf
English transformer pipeline (Transformer(name='roberta-base', piece_encoder='byte-bpe', stride=104, type='roberta', width=768, window=144, vocab_size=50265)). Components: transformer, tagger, parser, ner, attribute_ruler, lemmatizer.
| Feature | Description |
|---|---|
| Name | en_core_web_trf |
| Version | 3.7.2 |
| spaCy | >=3.7.0,<3.8.0 |
| Default Pipeline | transformer, tagger, parser, attribute_ruler, lemmatizer, ner |
| Components | transformer, tagger, parser, attribute_ruler, lemmatizer, ner |
| Vectors | 0 keys, 0 unique vectors (0 dimensions) |
| Sources | OntoNotes 5 (Ralph Weischedel, Martha Palmer, Mitchell Marcus, Eduard Hovy, Sameer Pradhan, Lance Ramshaw, Nianwen Xue, Ann Taylor, Jeff Kaufman, Michelle Franchini, Mohammed El-Bachouti, Robert Belvin, Ann Houston) ClearNLP Constituent-to-Dependency Conversion (Emory University) WordNet 3.0 (Princeton University) roberta-base (Yinhan Liu and Myle Ott and Naman Goyal and Jingfei Du and Mandar Joshi and Danqi Chen and Omer Levy and Mike Lewis and Luke Zettlemoyer and Veselin Stoyanov) |
| License | MIT |
| Author | Explosion |
| Model size | 436 MB |
Label Scheme
View label scheme (112 labels for 3 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, WDT, WP, WP$, WRB, XX, ```` |
parser |
ROOT, acl, acomp, advcl, advmod, agent, amod, appos, attr, aux, auxpass, case, cc, ccomp, compound, conj, csubj, csubjpass, dative, dep, det, dobj, expl, intj, mark, meta, neg, nmod, npadvmod, nsubj, nsubjpass, nummod, oprd, parataxis, pcomp, pobj, poss, preconj, predet, prep, prt, punct, quantmod, relcl, xcomp |
ner |
CARDINAL, DATE, EVENT, FAC, GPE, LANGUAGE, LAW, LOC, MONEY, NORP, ORDINAL, ORG, PERCENT, PERSON, PRODUCT, QUANTITY, TIME, WORK_OF_ART |
Accuracy
| Type | Score |
|---|---|
TOKEN_ACC |
99.86 |
TOKEN_P |
99.57 |
TOKEN_R |
99.58 |
TOKEN_F |
99.57 |
TAG_ACC |
98.16 |
SENTS_P |
94.29 |
SENTS_R |
83.94 |
SENTS_F |
88.81 |
DEP_UAS |
95.05 |
DEP_LAS |
93.69 |
ENTS_P |
89.95 |
ENTS_R |
89.86 |
ENTS_F |
89.90 |
Installation
pip install spacy
python -m spacy download en_core_web_trf
es_dep_news_trf-3.7.2
7 months ago
Checksum .tar.gz:
8568ad87c10b7c33195412a987ac542c86e65d179a79ac74c1f2704696d5ed50
Checksum .whl:03117d52d9077a5af65a8163b419fb94569e2048039bdbacd6484b27bfcbd272
Details: https://spacy.io/models/es#es_dep_news_trf
Spanish transformer pipeline (Transformer(name='dccuchile/bert-base-spanish-wwm-cased', piece_encoder='bert-wordpiece', stride=112, type='bert', width=768, window=158, vocab_size=31002)). Components: transformer, morphologizer, parser, attribute_ruler, lemmatizer.
| Feature | Description |
|---|---|
| Name | es_dep_news_trf |
| Version | 3.7.2 |
| spaCy | >=3.7.0,<3.8.0 |
| Default Pipeline | transformer, morphologizer, parser, attribute_ruler, lemmatizer |
| Components | transformer, morphologizer, parser, attribute_ruler, lemmatizer |
| Vectors | 0 keys, 0 unique vectors (0 dimensions) |
| Sources | UD Spanish AnCora v2.8 (MartĂnez Alonso, HĂ©ctor; Zeman, Daniel) spaCy lookups data (Explosion) dccuchile/bert-base-spanish-wwm-cased (Cañete, JosĂ© and Chaperon, Gabriel and Fuentes, Rodrigo and Ho, Jou-Hui and Kang, Hojin and PĂ©rez, Jorge) |
| License | GNU GPL 3.0 |
| Author | Explosion |
| Model size | 388 MB |
Label Scheme
View label scheme (463 labels for 2 components)
| Component | Labels |
|---|---|
morphologizer |
Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Gender=Masc|Number=Sing|POS=NOUN, Definite=Def|Gender=Masc|Number=Sing|POS=ADP|PronType=Art, Gender=Masc|Number=Sing|POS=ADJ, POS=ADP, Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art, POS=PROPN, Case=Acc|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, POS=VERB|VerbForm=Inf, Gender=Fem|Number=Sing|POS=DET|PronType=Dem, Gender=Fem|Number=Sing|POS=NOUN, Gender=Fem|Number=Plur|POS=NOUN, Gender=Fem|Number=Plur|POS=DET|PronType=Ind, POS=PRON|PronType=Int,Rel, Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art, POS=SCONJ, POS=NOUN, Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art, Number=Plur|POS=NOUN, Gender=Masc|Number=Plur|POS=DET|PronType=Ind, Gender=Masc|Number=Plur|POS=NOUN, POS=PUNCT|PunctType=Peri, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, POS=PUNCT|PunctType=Comm, Case=Acc|Gender=Fem|Number=Sing|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Inf, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Number=Plur|POS=ADJ, POS=CCONJ, Gender=Masc|Number=Plur|POS=PRON|PronType=Ind, POS=ADV, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin, Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Dem, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Number=Sing|POS=ADJ, Gender=Masc|Number=Plur|POS=ADJ|VerbForm=Part, Gender=Masc|Number=Plur|POS=PRON|PronType=Tot, POS=PRON|PronType=Ind, POS=ADV|Polarity=Neg, Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs, Gender=Fem|Number=Sing|POS=ADJ, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Number=Plur|POS=PRON|PronType=Int,Rel, POS=PUNCT|PunctType=Quot, POS=PUNCT, Gender=Masc|Number=Sing|POS=ADJ|VerbForm=Part, POS=PUNCT|PunctSide=Ini|PunctType=Brck, POS=PUNCT|PunctSide=Fin|PunctType=Brck, NumForm=Digit|NumType=Card|POS=NUM, NumType=Card|POS=NUM, POS=VERB|VerbForm=Ger, Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Gender=Masc|Number=Sing|POS=DET|PronType=Dem, Gender=Fem|NumType=Ord|Number=Plur|POS=ADJ, Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs, Number=Sing|POS=NOUN, Gender=Masc|Number=Plur|POS=ADJ, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin, Gender=Fem|Number=Sing|POS=ADJ|VerbForm=Part, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Degree=Cmp|POS=ADV, POS=AUX|VerbForm=Inf, Number=Plur|POS=DET|PronType=Ind, Number=Plur|POS=DET|PronType=Dem, POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes, Degree=Cmp|Number=Sing|POS=ADJ, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin, Case=Acc|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Degree=Sup|Gender=Masc|Number=Plur|POS=ADJ, Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art, AdvType=Tim|POS=NOUN, Gender=Masc|Number=Sing|POS=PRON|PronType=Ind, NumType=Card|Number=Plur|POS=NUM, Case=Acc|Gender=Masc|Number=Sing|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Inf, NumForm=Digit|POS=NOUN, Number=Sing|POS=PRON|PronType=Dem, Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs, Gender=Fem|Number=Plur|POS=ADJ, Gender=Fem|Number=Plur|POS=PRON|PronType=Ind, Gender=Masc|Number=Plur|POS=DET|PronType=Tot, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Gender=Masc|NumType=Ord|Number=Sing|POS=ADJ, Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ, Gender=Masc|Number=Plur|POS=DET|PronType=Dem, Gender=Masc|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part, Number=Sing|POS=DET|PronType=Tot, Gender=Fem|Number=Sing|POS=PRON|PronType=Ind, Case=Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Degree=Cmp|Number=Plur|POS=ADJ, POS=AUX|VerbForm=Ger, Gender=Fem|POS=NOUN, Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ, AdvType=Tim|POS=ADJ, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Plur|POS=ADJ|VerbForm=Part, Gender=Fem|Number=Plur|POS=DET|PronType=Dem, Gender=Masc|Number=Sing|POS=PRON|Poss=Yes|PronType=Int,Rel, Number=Sing|POS=PRON|PronType=Int,Rel, POS=ADJ, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Gender=Fem|Number=Plur|POS=DET|PronType=Tot, Case=Acc,Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Definite=Ind|Gender=Fem|Number=Plur|POS=DET|PronType=Art, Case=Acc,Nom|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Case=Acc|Definite=Def|Gender=Masc|Number=Sing|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs, Gender=Fem|Number=Sing|POS=PRON|PronType=Dem, Mood=Cnd|Number=Sing|POS=VERB|Person=1|VerbForm=Fin, Gender=Masc|Number=Sing|POS=DET|PronType=Tot, Number=Plur|POS=PRON|PronType=Ind, Gender=Masc|Number=Sing|POS=DET|PronType=Ind, Case=Dat|Number=Sing|POS=PRON|Person=3|PronType=Prs, POS=PART, Gender=Fem|Number=Sing|POS=DET|PronType=Ind, Number=Sing|POS=DET|PronType=Ind, Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Ind, Mood=Cnd|Number=Plur|POS=AUX|Person=3|VerbForm=Fin, NumForm=Digit|POS=SYM, Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin, Case=Dat|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf, Gender=Fem|Number=Plur|POS=PRON|PronType=Dem, Mood=Cnd|Number=Sing|POS=AUX|Person=1|VerbForm=Fin, NumForm=Digit|NumType=Frac|POS=NUM, Gender=Fem|Number=Sing|POS=PRON|Poss=Yes|PronType=Int,Rel, Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs, Case=Dat|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs, Definite=Ind|Gender=Masc|Number=Plur|POS=DET|PronType=Art, POS=PUNCT|PunctType=Colo, Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Mood=Imp|Number=Plur|POS=VERB|Person=3|VerbForm=Fin, Gender=Fem|Number=Sing|POS=DET|PronType=Neg, Gender=Masc|Number=Sing|POS=PRON|PronType=Dem, Case=Acc|Gender=Masc|Number=Plur|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs, Case=Acc|Gender=Fem|Number=Plur|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs, Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Case=Acc|Gender=Fem|Number=Sing|POS=AUX|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Inf, Number=Sing|POS=PRON|PronType=Neg, POS=PUNCT|PunctType=Semi, Case=Dat|Number=Plur|POS=PRON|Person=3|PronType=Prs, Number=Sing|POS=PRON|PronType=Ind, Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Case=Acc,Nom|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs, POS=INTJ, Gender=Masc|NumType=Card|Number=Sing|POS=PRON|PronType=Dem, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin, Degree=Sup|Gender=Masc|Number=Sing|POS=ADJ, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Case=Dat|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, POS=PUNCT|PunctType=Dash, Case=Acc|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs, Mood=Cnd|Number=Plur|POS=VERB|Person=1|VerbForm=Fin, Gender=Masc|Number=Sing|POS=DET|PronType=Neg, Gender=Fem|NumType=Card|Number=Plur|POS=NUM, Case=Acc|Gender=Fem|Number=Plur|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Inf, Gender=Masc|Number=Sing|POS=PRON|PronType=Tot, Gender=Masc|NumType=Card|Number=Plur|POS=NUM, Gender=Masc|POS=NOUN, Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs, Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Ind, Gender=Fem|NumType=Card|Number=Plur|POS=DET|PronType=Ind, Case=Acc|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Ger, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, POS=NOUN|VerbForm=Inf, Case=Dat|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Gender=Masc|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs, Gender=Masc|NumType=Card|Number=Sing|POS=NUM, Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Gender=Masc|Number=Plur|POS=PRON|Poss=Yes|PronType=Int,Rel, Case=Acc|Gender=Masc|Number=Plur|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Inf, Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Dem, Mood=Imp|Number=Sing|POS=VERB|Person=3|VerbForm=Fin, Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin, Gender=Masc|Number=Sing|POS=PRON|PronType=Neg, Case=Acc|Number=Plur|POS=VERB|Person=1|PrepCase=Npr|PronType=Prs|VerbForm=Inf, Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Past|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Past|VerbForm=Fin, Degree=Abs|Gender=Masc|Number=Sing|POS=ADJ, Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs, Case=Acc,Nom|Gender=Masc|Number=Plur|POS=PRON|Person=1|PronType=Prs, Mood=Imp|Number=Sing|POS=AUX|Person=3|VerbForm=Fin, Case=Acc|Number=Plur|POS=VERB|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs, Gender=Fem|Number=Sing|POS=DET|PronType=Tot, POS=DET|PronType=Ind, POS=DET|PronType=Int,Rel, AdvType=Tim|POS=ADV, POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Mood=Cnd|Number=Sing|POS=AUX|Person=3|VerbForm=Fin, Case=Dat|Number=Plur|POS=VERB|Person=1|PrepCase=Npr|PronType=Prs|VerbForm=Inf, POS=PUNCT|PunctSide=Ini|PunctType=Qest, POS=PUNCT|PunctSide=Fin|PunctType=Qest, Case=Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs, Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs, Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Ind, Mood=Cnd|Number=Plur|POS=VERB|Person=3|VerbForm=Fin, Case=Acc|Gender=Fem|Number=Sing|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Ger, Degree=Abs|Gender=Fem|Number=Sing|POS=ADJ, Case=Acc|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes, Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes, POS=PUNCT|PunctSide=Ini|PunctType=Excl, POS=PUNCT|PunctSide=Fin|PunctType=Excl, Mood=Cnd|Number=Sing|POS=VERB|Person=3|VerbForm=Fin, Case=Acc|Mood=Imp|Number=Sing|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Fin, Gender=Fem|Number=Sing|POS=PRON|PronType=Tot, Gender=Masc|Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs, Mood=Imp|Number=Plur|POS=VERB|Person=1|VerbForm=Fin, Gender=Masc|NumType=Card|Number=Plur|POS=PRON|PronType=Ind, Gender=Masc|NumType=Card|Number=Sing|POS=PRON|PronType=Ind, Gender=Masc|Number=Plur|POS=PRON|PronType=Dem, Case=Dat|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf, Degree=Abs|Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Ind, Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Pre|PronType=Prs, Case=Dat|Mood=Imp|Number=Plur|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Fin, Definite=Ind|Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Art, Gender=Fem|NumType=Card|Number=Sing|POS=NUM, Case=Acc|Gender=Fem|Number=Plur|POS=VERB|Person=1,3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Case=Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes, Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs, POS=SCONJ|PronType=Int,Rel, Case=Acc,Dat|Gender=Masc|Number=Sing|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Inf, Case=Acc|POS=PRON|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes, Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Case=Dat|Number=Sing|POS=VERB|Person=1|PrepCase=Npr|PronType=Prs|VerbForm=Inf, NumType=Card|Number=Sing|POS=DET|PronType=Ind, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Case=Acc|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs, Case=Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs, POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Ger, Case=Acc,Nom|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, Number=Sing|POS=DET|PronType=Dem, Case=Acc,Dat|Gender=Masc|Number=Sing|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, POS=SYM, Gender=Fem|Number=Sing|POS=PRON|PronType=Neg, Case=Acc|Gender=Masc|Number=Sing|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Ger, Degree=Sup|Gender=Fem|Number=Sing|POS=ADJ, Case=Dat|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Ger, Case=Nom|Number=Sing|POS=PRON|Person=2|PronType=Prs, Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, Case=Acc|Mood=Imp|Number=Plur|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Fin, Case=Acc|Gender=Masc|Mood=Imp|Number=Sing|POS=VERB|Person=2,3|PrepCase=Npr|PronType=Prs|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin, Case=Acc|Number=Sing|POS=VERB|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Gender=Masc|Number=Sing|Number[psor]=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Ind, Case=Acc,Nom|Number=Sing|POS=PRON|Person=2|Polite=Form|PronType=Prs, Case=Dat|Mood=Imp|Number=Sing|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Fin, Case=Acc|Gender=Masc|Number=Plur|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Ger, Gender=Masc|NumType=Card|Number=Sing|POS=PRON|PronType=Int,Rel, Gender=Fem|NumType=Card|Number=Plur|POS=PRON|PronType=Ind, Case=Dat|Number=Plur|POS=VERB|Person=1|PrepCase=Npr|PronType=Prs|VerbForm=Ger, Case=Acc,Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes, Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Case=Dat|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs, Mood=Cnd|Number=Sing|POS=VERB|Person=2|VerbForm=Fin, Case=Acc|Number=Sing|POS=VERB|Person=1|PrepCase=Npr|PronType=Prs|VerbForm=Inf, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin, Mood=Cnd|Number=Plur|POS=AUX|Person=1|VerbForm=Fin, NumType=Card|Number=Plur|POS=PRON|PronType=Ind, Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Dem, Degree=Abs|Gender=Masc|Number=Sing|POS=DET|PronType=Ind, Gender=Fem|Number=Plur|POS=PRON|Poss=Yes|PronType=Int,Rel, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Past|VerbForm=Fin, Case=Acc,Nom|Number=Plur|POS=PRON|Person=2|Polite=Form|PronType=Prs, Mood=Imp|Number=Sing|POS=AUX|Person=2|VerbForm=Fin, Case=Dat|Number=Sing|POS=VERB|Person=2|PrepCase=Npr|PronType=Prs|VerbForm=Inf, Gender=Fem|Number=Sing|Number[psor]=Sing|POS=PRON|Person=2|Poss=Yes|PronType=Ind, NumType=Card|Number=Sing|POS=NUM, Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Past|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Imp|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, Case=Com|Number=Sing|POS=PRON|Person=2|PrepCase=Pre|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Imp|VerbForm=Fin, Case=Acc|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes, Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes, Case=Acc|Number=Sing|POS=PRON|Person=2|PrepCase=Pre|PronType=Prs, Mood=Cnd|Number=Sing|POS=AUX|Person=2|VerbForm=Fin, Mood=Sub|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, Number=Sing|POS=NOUN|VerbForm=Fin, Case=Dat|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes, Case=Dat|Mood=Imp|Number=Plur,Sing|POS=VERB|Person=1,2|PrepCase=Npr|PronType=Prs|VerbForm=Fin, Case=Acc|Mood=Imp|Number=Sing|POS=VERB|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Fin, Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin, Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Int,Rel, Mood=Sub|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Fut|VerbForm=Fin, Gender=Fem|Number=Plur|POS=PRON|PronType=Tot, Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Int,Rel, Case=Dat|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger, Number=Sing|POS=VERB|VerbForm=Fin, POS=VERB|VerbForm=Fin, Degree=Abs|Gender=Masc|Number=Plur|POS=ADJ, Degree=Abs|Gender=Fem|Number=Plur|POS=ADJ, Case=Acc|POS=AUX|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Ger, Gender=Masc|Number=Sing|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs, Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Gender=Fem|NumType=Card|Number=Plur|POS=DET|PronType=Dem, Definite=Ind|Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Art, Degree=Sup|Gender=Fem|Number=Plur|POS=ADJ, Number=Plur|POS=PRON|PronType=Dem, Case=Acc,Dat|Gender=Masc|Number=Plur|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs, Case=Acc|Gender=Fem|Number=Plur|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Ger, Gender=Masc|Number=Sing|POS=AUX|VerbForm=Fin, POS=AUX|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Past|VerbForm=Fin, Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Int,Rel, Gender=Masc|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs, Case=Acc|Mood=Imp|Number=Sing|POS=VERB|Person=1,3|PrepCase=Npr|PronType=Prs|VerbForm=Fin, Gender=Masc|NumType=Card|Number=Plur|POS=PRON|PronType=Int,Rel, Gender=Masc|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Case=Acc|POS=AUX|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Case=Acc,Dat|Gender=Masc|Number=Sing|POS=VERB|Person=1,3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Number=Plur|POS=VERB|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Case=Acc,Dat|Gender=Fem|Number=Plur|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Mood=Imp|Number=Sing|POS=VERB|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Fin, Gender=Masc|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Ind, Mood=Ind|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Case=Dat|Number=Sing|POS=VERB|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Definite=Def|Foreign=Yes|POS=DET|PronType=Art, Case=Dat|Number=Plur|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs, Gender=Masc|NumType=Card|Number=Plur|POS=PRON|PronType=Dem, Gender=Fem|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs, Mood=Sub|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Case=Acc|Number=Sing|POS=VERB|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin, Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Definite=Def|Gender=Fem|Number=Sing|POS=ADP|PronType=Art, Case=Acc|Number=Sing|POS=VERB|Person=2|PrepCase=Npr|PronType=Prs|PunctType=Quot|VerbForm=Inf, Case=Dat|Number=Plur|POS=VERB|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Case=Com|POS=PRON|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes, NumForm=Digit|NumType=Frac|POS=SYM, Number=Sing|POS=VERB|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Case=Dat|Number=Sing|POS=AUX|Person=3|PronType=Prs|VerbForm=Inf, Case=Acc|Gender=Masc|Number=Sing|POS=AUX|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Inf, Case=Dat|POS=AUX|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Gender=Fem|NumType=Card|Number=Sing|POS=PRON|PronType=Ind, Case=Acc,Dat|Gender=Masc|Number=Plur,Sing|POS=VERB|Person=1,3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Case=Acc|Gender=Masc|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes, Case=Acc,Dat|Gender=Masc|Number=Sing|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Ger, Gender=Fem|Number=Sing|Number[psor]=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Ind, Case=Dat|Number=Plur|POS=VERB|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Case=Acc|Number=Plur|POS=VERB|Person=2|PrepCase=Npr|PronType=Prs|VerbForm=Inf, Number=Sing|POS=PRON|PronType=Tot, Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, Case=Dat|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger, NumType=Card|Number=Plur|POS=DET|PronType=Ind, POS=PRON|PronType=Dem, Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes, POS=AUX|VerbForm=Fin, Gender=Fem|NumType=Card|Number=Plur|POS=PRON|PronType=Int,Rel, Gender=Fem|Number=Sing|Number[psor]=Plur|POS=DET|Person=2|Poss=Yes|PronType=Prs, Gender=Fem|Number=Plur|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs, Case=Acc|Gender=Fem|Number=Plur|POS=AUX|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Inf, Case=Acc|Gender=Masc|Number=Plur|POS=AUX|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Inf, Case=Acc,Dat|Gender=Fem|Number=Sing|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, AdvType=Tim|Gender=Masc|Number=Sing|POS=NOUN, Gender=Fem|Number=Sing|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|Typo=Yes|VerbForm=Fin, Gender=Fem|NumType=Card|Number=Sing|POS=PRON|PronType=Dem, Case=Acc|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs, Gender=Fem|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Ind, Gender=Masc|Number=Sing|Number[psor]=Sing|POS=PRON|Person=2|Poss=Yes|PronType=Ind, Gender=Fem|Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Definite=Def|Gender=Masc|Number=Plur|POS=ADP|PronType=Art, Gender=Masc|Number=Plur|POS=DET|PronType=Art, Gender=Masc|Number=Sing|POS=NOUN|VerbForm=Part, Case=Acc|Gender=Masc|Number=Sing|POS=AUX|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Ger, Case=Acc,Dat|Number=Plur|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Gender=Masc|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Ind, Case=Acc|Number=Sing|POS=VERB|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Ger, Case=Acc,Dat|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs, Case=Acc|Gender=Masc|Mood=Imp|Number=Plur|POS=VERB|Person=1,3|PrepCase=Npr|PronType=Prs|VerbForm=Fin, Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes, Gender=Fem|Number=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Prs, Case=Com|Number=Sing|POS=PRON|Person=1|PrepCase=Pre|PronType=Prs, POS=X, Case=Acc,Dat|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs, Case=Com|POS=PRON|Person=3|PronType=Prs|Reflex=Yes, Case=Acc,Dat|Number=Sing|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Case=Acc,Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs, Case=Acc|Gender=Masc|Mood=Imp|Number=Plur,Sing|POS=VERB|Person=1,3|PrepCase=Npr|PronType=Prs|VerbForm=Fin, Case=Acc|Number=Plur|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs, Number=Sing|POS=AUX|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Case=Acc|Gender=Masc|Mood=Imp|Number=Sing|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Fin, Mood=Imp|Number=Plur|POS=VERB|Person=2|VerbForm=Fin, Gender=Masc|Number=Plur|POS=PRON|Person=2|Poss=Yes|PronType=Ind, Case=Dat|Mood=Imp|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Fin, Gender=Fem|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Case=Dat|Mood=Imp|Number=Sing|POS=VERB|Person=1,3|PrepCase=Npr|PronType=Prs|VerbForm=Fin, Gender=Fem|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs, Gender=Fem|Number=Plur|Number[psor]=Plur|POS=DET|Person=2|Poss=Yes|PronType=Prs, Case=Dat|Number=Sing|POS=VERB|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Number=Plur|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, POS=NOUN|PunctType=Comm, Degree=Cmp|POS=ADJ, Gender=Masc|POS=ADJ, Degree=Abs|Gender=Masc|NumType=Card|Number=Plur|POS=PRON|PronType=Ind, POS=PRON|PronType=Neg, Case=Acc,Dat|Gender=Fem|Number=Sing|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Inf, Case=Acc|Number=Plur|POS=VERB|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Ger, Case=Dat|Number=Sing|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Ger, Gender=Fem|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Ind, Number=Sing|POS=DET|PronType=Int,Rel, Definite=Def|Foreign=Yes|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Foreign=Yes|POS=NOUN, Foreign=Yes|POS=ADP, Foreign=Yes|POS=CCONJ, Foreign=Yes|POS=PROPN |
parser |
ROOT, acl, advcl, advmod, amod, appos, aux, case, cc, ccomp, compound, conj, cop, csubj, dep, det, expl:impers, expl:pass, expl:pv, fixed, flat, iobj, mark, nmod, nsubj, nummod, obj, obl, parataxis, punct, xcomp |
Accuracy
| Type | Score |
|---|---|
TOKEN_ACC |
100.00 |
TOKEN_P |
99.89 |
TOKEN_R |
99.95 |
TOKEN_F |
99.92 |
POS_ACC |
99.13 |
MORPH_ACC |
98.77 |
MORPH_MICRO_P |
99.66 |
MORPH_MICRO_R |
99.37 |
MORPH_MICRO_F |
99.51 |
SENTS_P |
96.37 |
SENTS_R |
97.88 |
SENTS_F |
97.12 |
DEP_UAS |
94.85 |
DEP_LAS |
93.10 |
TAG_ACC |
96.74 |
LEMMA_ACC |
96.85 |
Installation
pip install spacy
python -m spacy download es_dep_news_trf
fr_dep_news_trf-3.7.2
7 months ago
Checksum .tar.gz:
d3f53612a3edcc50f883c6662478cab3fd7498af44664507092c2b05f565638a
Checksum .whl:9977592dee6ec11b9e0d11489b1df1cfd292a78b14b0b630d28993510e21faf8
Details: https://spacy.io/models/fr#fr_dep_news_trf
French transformer pipeline (Transformer(name='camembert-base', piece_encoder='camembert-sentencepiece', stride=128, type='camembert', width=768, window=168, vocab_size=32005)). Components: transformer, morphologizer, parser, attribute_ruler, lemmatizer.
| Feature | Description |
|---|---|
| Name | fr_dep_news_trf |
| Version | 3.7.2 |
| spaCy | >=3.7.0,<3.8.0 |
| Default Pipeline | transformer, morphologizer, parser, attribute_ruler, lemmatizer |
| Components | transformer, morphologizer, parser, attribute_ruler, lemmatizer |
| Vectors | 0 keys, 0 unique vectors (0 dimensions) |
| Sources | UD French Sequoia v2.8 (Candito, Marie; Seddah, Djamé; Perrier, Guy; Guillaume, Bruno) spaCy lookups data (Explosion) camembert-base (Martin, Louis and Muller, Benjamin and Suarez, Pedro Javier Ortiz and Dupont, Yoann and Romary, Laurent and de la Clergerie, Eric Villemonte and Seddah, Djame and Sagot, Benoit}) |
| License | LGPL-LR |
| Author | Explosion |
| Model size | 379 MB |
Label Scheme
View label scheme (232 labels for 2 components)
| Component | Labels |
|---|---|
morphologizer |
POS=PROPN, Gender=Fem|Number=Sing|POS=DET|PronType=Dem, Gender=Fem|Number=Sing|POS=NOUN, Number=Plur|POS=PRON|Person=1, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, POS=SCONJ, POS=ADP, Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art, NumType=Ord|POS=ADJ, Gender=Masc|Number=Sing|POS=NOUN, POS=PUNCT, Gender=Masc|Number=Sing|POS=PROPN, Number=Plur|POS=ADJ, Gender=Masc|Number=Plur|POS=NOUN, Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Number=Sing|POS=ADJ, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, POS=ADV, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Gender=Fem|Number=Sing|POS=PROPN, Definite=Def|Number=Sing|POS=DET|PronType=Art, NumType=Card|POS=NUM, Definite=Def|Number=Plur|POS=DET|PronType=Art, Gender=Masc|Number=Plur|POS=ADJ, POS=CCONJ, Gender=Fem|Number=Plur|POS=NOUN, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Gender=Fem|Number=Plur|POS=ADJ, POS=ADJ, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, POS=PRON|PronType=Rel, Number=Sing|POS=DET|Poss=Yes, Definite=Def|Gender=Masc|Number=Sing|POS=ADP|PronType=Art, Definite=Def|Number=Plur|POS=ADP|PronType=Art, Definite=Ind|Number=Plur|POS=DET|PronType=Art, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, POS=VERB|VerbForm=Inf, Gender=Fem|Number=Sing|POS=ADJ, Gender=Masc|Number=Sing|POS=PRON|Person=3, Number=Plur|POS=DET, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=ADJ, Gender=Masc|Number=Sing|POS=DET|PronType=Dem, POS=ADV|PronType=Int, POS=VERB|Tense=Pres|VerbForm=Part, Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Gender=Masc|POS=ADJ, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin, Number=Plur|POS=DET|Poss=Yes, POS=AUX|VerbForm=Inf, Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Gender=Masc|POS=VERB|Tense=Past|VerbForm=Part, POS=ADV|Polarity=Neg, Definite=Ind|Number=Sing|POS=DET|PronType=Art, Gender=Fem|Number=Sing|POS=PRON|Person=3, POS=PRON|Person=3|Reflex=Yes, Gender=Masc|POS=NOUN, POS=AUX|Tense=Past|VerbForm=Part, POS=PRON|Person=3, Number=Plur|POS=NOUN, NumType=Ord|Number=Sing|POS=ADJ, POS=VERB|Tense=Past|VerbForm=Part, POS=AUX|Tense=Pres|VerbForm=Part, Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Number=Sing|POS=PRON|Person=3, Number=Sing|POS=NOUN, Gender=Masc|Number=Plur|POS=PRON|Person=3, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ, Number=Plur|POS=PROPN, Number=Sing|POS=PROPN, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Plur|POS=PRON|PronType=Dem, Gender=Masc|Number=Sing|POS=DET, Gender=Fem|Number=Sing|POS=DET|Poss=Yes, Gender=Masc|POS=PRON, POS=NOUN, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Number=Plur|POS=PRON, Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin, Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Number=Sing|POS=PRON, Number=Sing|POS=PRON|PronType=Dem, Mood=Ind|POS=VERB|VerbForm=Fin, Number=Plur|POS=DET|PronType=Dem, Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs, Gender=Masc|Number=Sing|POS=PRON, Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Dem, Number=Sing|POS=PRON|Person=2|PronType=Prs, Gender=Masc|Number=Sing|POS=PRON|PronType=Rel, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|NumType=Ord|Number=Sing|POS=ADJ, POS=PRON, POS=NUM, Gender=Fem|POS=NOUN, Gender=Fem|Number=Plur|POS=PRON, Number=Plur|POS=PRON|Person=3, Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Number=Sing|POS=PRON|Person=1, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Gender=Fem|Number=Sing|POS=PRON, Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, POS=INTJ, Number=Plur|POS=PRON|Person=2, NumType=Card|POS=PRON, Definite=Ind|Gender=Fem|Number=Plur|POS=DET|PronType=Art, Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, NumType=Card|POS=NOUN, POS=PRON|PronType=Int, Gender=Fem|Number=Plur|POS=PRON|Person=3, Gender=Fem|Number=Sing|POS=DET, Mood=Cnd|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Gender=Fem|Number=Plur|POS=DET, Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Definite=Ind|Gender=Masc|Number=Plur|POS=DET|PronType=Art, Mood=Cnd|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=PRON|PronType=Dem, Gender=Masc|Number=Plur|POS=PROPN, Mood=Cnd|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Gender=Fem|Number=Sing|POS=PRON|PronType=Dem, Number=Sing|POS=DET, Gender=Masc|NumType=Card|Number=Plur|POS=NOUN, Gender=Fem|Number=Plur|POS=PRON|PronType=Dem, Mood=Ind|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Gender=Fem|POS=PRON, Gender=Masc|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Gender=Fem|Number=Sing|POS=PRON|PronType=Rel, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Mood=Cnd|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part, POS=X, POS=SYM, Mood=Imp|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=DET|PronType=Int, Gender=Fem|Number=Plur|POS=DET|PronType=Int, POS=DET, Gender=Masc|Number=Plur|POS=PRON, Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Mood=Ind|POS=VERB|Person=3|VerbForm=Fin, Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Mood=Cnd|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, Gender=Fem|Number=Sing|POS=DET|PronType=Int, Gender=Masc|Number=Plur|POS=DET, Gender=Fem|Number=Plur|POS=PRON|PronType=Rel, Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Gender=Masc|Number=Plur|POS=PRON|PronType=Rel, POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass, Gender=Fem|NumType=Ord|Number=Plur|POS=ADJ, Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin, Mood=Imp|POS=VERB|Tense=Pres|VerbForm=Fin, Number=Plur|POS=PRON|Person=2|Reflex=Yes, Mood=Cnd|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Number=Plur|POS=PRON|Person=1|Reflex=Yes, Gender=Masc|NumType=Card|Number=Sing|POS=NOUN, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin, Number=Sing|POS=PRON|Person=1|Reflex=Yes, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Gender=Masc|POS=PROPN, Mood=Cnd|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Number=Plur|POS=PRON|Person=1|PronType=Prs, Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Number=Plur|POS=PRON|Person=2|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin, Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs, Number=Sing|POS=PRON|Person=1|PronType=Prs, Mood=Cnd|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Mood=Imp|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Mood=Sub|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Imp|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Imp|VerbForm=Fin, Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Gender=Fem|Number=Plur|POS=PROPN, Gender=Masc|NumType=Card|POS=NUM |
parser |
ROOT, acl, acl:relcl, advcl, advmod, amod, appos, aux:pass, aux:tense, case, cc, ccomp, conj, cop, dep, det, expl:comp, expl:pass, expl:subj, fixed, flat:foreign, flat:name, iobj, mark, nmod, nsubj, nsubj:pass, nummod, obj, obl:agent, obl:arg, obl:mod, parataxis, punct, vocative, xcomp |
Accuracy
| Type | Score |
|---|---|
TOKEN_ACC |
99.80 |
TOKEN_P |
98.44 |
TOKEN_R |
98.96 |
TOKEN_F |
98.70 |
POS_ACC |
98.86 |
MORPH_ACC |
98.16 |
MORPH_MICRO_P |
99.45 |
MORPH_MICRO_R |
99.26 |
MORPH_MICRO_F |
99.36 |
SENTS_P |
91.49 |
SENTS_R |
93.93 |
SENTS_F |
92.69 |
DEP_UAS |
94.84 |
DEP_LAS |
92.66 |
TAG_ACC |
95.95 |
LEMMA_ACC |
91.73 |
Installation
pip install spacy
python -m spacy download fr_dep_news_trf