英文

DaCy中等

DaCy是一个丹麦语处理框架,具有先进的流水线和分析丹麦流水线功能。DaCy最大的流水线在丹麦依存树库上在词性标注和依存分析方面达到了最先进的性能,并在命名实体识别、命名实体消歧和共指消解方面具有竞争性的性能。要了解更多信息,请查看这里的资料,了解如何使用DaCy并重现结果。DaCy还包含有关使用该软件包的指南以及对丹麦NLP流水线的偏见和鲁棒性的行为测试。

Feature Description
Name da_dacy_medium_trf
Version 0.2.0
spaCy >=3.5.2,<3.6.0
Default Pipeline transformer , tagger , morphologizer , trainable_lemmatizer , parser , ner , coref , span_resolver , span_cleaner , entity_linker
Components transformer , tagger , morphologizer , trainable_lemmatizer , parser , ner , coref , span_resolver , span_cleaner , entity_linker
Vectors 0 keys, 0 unique vectors (0 dimensions)
Sources 1232321 (Johannsen, Anders; Martínez Alonso, Héctor; Plank, Barbara) 1233321 (Rasmus Hvingelby, Amalie B. Pauli, Maria Barrett, Christina Rosted, Lasse M. Lidegaard, Anders Søgaard) 1234321 (Buch-Kromann, Matthias) 1235321 (Barrett, M. J., Lam, H., Wu, M., Lacroix, O., Plank, B., & Søgaard, A.) 1236321 (Vésteinn Snæbjarnarson)
License Apache-2.0
Author 1237321

标签方案

查看标签方案(4个组件的211个标签)
Component Labels
tagger ADJ , ADP , ADV , AUX , CCONJ , DET , INTJ , NOUN , NUM , PART , PRON , PROPN , PUNCT , SCONJ , SYM , VERB , X
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 , NumType=Ord|POS=ADJ , POS=CCONJ , Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN , POS=VERB|VerbForm=Inf|Voice=Act , Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs , Degree=Sup|POS=ADV , Degree=Pos|POS=ADV , Gender=Com|Number=Sing|POS=DET|PronType=Ind , Number=Plur|POS=DET|PronType=Ind , POS=ADP , POS=ADV|PartType=Inf , Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=3|PronType=Prs , Mood=Ind|POS=AUX|Tense=Past|VerbForm=Fin|Voice=Act , Definite=Def|Degree=Pos|Number=Sing|POS=ADJ , Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs , Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin|Voice=Act , POS=ADP|PartType=Inf , Definite=Ind|Degree=Pos|Gender=Com|Number=Sing|POS=ADJ , NumType=Card|POS=NUM , Degree=Pos|POS=ADJ , Definite=Ind|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part , POS=PART|PartType=Inf , Case=Acc|POS=PRON|Person=3|PronType=Prs|Reflex=Yes , Definite=Def|Gender=Com|Number=Plur|POS=NOUN , Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN , Number[psor]=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs , POS=VERB|Tense=Pres|VerbForm=Part , Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs , Case=Gen|Definite=Def|Gender=Com|Number=Sing|POS=NOUN , Definite=Def|Degree=Sup|Number=Plur|POS=ADJ , Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs , POS=AUX|VerbForm=Inf|Voice=Act , Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ , Definite=Ind|Degree=Cmp|Number=Sing|POS=ADJ , Degree=Cmp|POS=ADJ , POS=PRON|PartType=Inf , Definite=Ind|Degree=Pos|Number=Sing|POS=ADJ , Case=Nom|Gender=Com|POS=PRON|PronType=Ind , Number=Plur|POS=PRON|PronType=Ind , POS=INTJ , Gender=Com|Number=Sing|POS=DET|PronType=Dem , Case=Gen|Number=Plur|POS=DET|PronType=Ind , Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin|Voice=Pass , Definite=Def|Gender=Neut|Number=Plur|POS=NOUN , Degree=Cmp|POS=ADV , Number=Plur|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs|Style=Form , Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=3|PronType=Prs , Number=Plur|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes , Case=Gen|POS=PROPN , Gender=Neut|Number=Sing|POS=PRON|PronType=Ind , Number=Plur|POS=VERB|Tense=Past|VerbForm=Part , Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes , Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=1|PronType=Prs , Definite=Def|Degree=Sup|POS=ADJ , Gender=Neut|Number=Sing|POS=DET|PronType=Ind , Case=Gen|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN , Gender=Neut|Number=Sing|POS=DET|PronType=Dem , Definite=Def|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part , POS=PRON|PronType=Dem , Degree=Pos|Gender=Com|Number=Sing|POS=ADJ , Number=Plur|POS=NUM , POS=VERB|VerbForm=Inf|Voice=Pass , Definite=Def|Degree=Sup|Number=Sing|POS=ADJ , Number=Sing|POS=PRON|PronType=Int,Rel , Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=1|PronType=Prs , Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs , Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs , POS=PRON , Definite=Ind|Number=Sing|POS=NOUN , Definite=Ind|Number=Sing|POS=NUM , Case=Gen|Definite=Ind|Gender=Com|Number=Sing|POS=NOUN , Foreign=Yes|POS=ADV , POS=NOUN , Case=Gen|Definite=Def|Gender=Neut|Number=Sing|POS=NOUN , Gender=Com|Number=Plur|POS=NOUN , Gender=Neut|Number=Sing|POS=PRON|PronType=Int,Rel , Case=Nom|Gender=Com|Number=Plur|POS=PRON|Person=1|PronType=Prs , Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs , Gender=Com|Number=Sing|POS=PRON|PronType=Ind , Case=Gen|Definite=Ind|Gender=Com|Number=Plur|POS=NOUN , Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ , Degree=Sup|POS=ADJ , Degree=Pos|Number=Sing|POS=ADJ , Mood=Imp|POS=VERB , Case=Nom|Gender=Com|POS=PRON|Person=2|Polite=Form|PronType=Prs , Case=Acc|Gender=Com|POS=PRON|Person=2|Polite=Form|PronType=Prs , POS=X , Case=Gen|Definite=Def|Gender=Com|Number=Plur|POS=NOUN , Number=Plur|POS=PRON|PronType=Dem , Case=Acc|Gender=Com|Number=Plur|POS=PRON|Person=1|PronType=Prs , Number=Plur|POS=PRON|PronType=Int,Rel , Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes , Degree=Cmp|Number=Plur|POS=ADJ , Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs , Gender=Com|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs|Style=Form , Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=2|PronType=Prs , Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=2|PronType=Prs , Gender=Com|POS=PRON|PronType=Int,Rel , Case=Gen|Degree=Pos|Number=Plur|POS=ADJ , Gender=Neut|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes , POS=VERB|VerbForm=Ger , Gender=Com|Number=Sing|POS=PRON|PronType=Dem , Case=Gen|POS=PRON|PronType=Int,Rel , Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin|Voice=Pass , Abbr=Yes|POS=X , Case=Gen|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN , Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs , Definite=Ind|Number=Plur|POS=NOUN , Foreign=Yes|POS=X , Number=Plur|POS=PRON|PronType=Rcp , Case=Nom|Gender=Com|Number=Plur|POS=PRON|Person=2|PronType=Prs , Case=Gen|Degree=Cmp|POS=ADJ , Case=Gen|Definite=Def|Gender=Neut|Number=Plur|POS=NOUN , Case=Acc|Gender=Com|Number=Plur|POS=PRON|Person=2|PronType=Prs , Gender=Neut|Number=Sing|POS=PRON|PronType=Dem , Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs|Style=Form , Gender=Neut|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs|Style=Form , Number=Plur|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes , Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs , Case=Gen|Number=Plur|POS=PRON|PronType=Rcp , POS=DET|Person=2|Polite=Form|Poss=Yes|PronType=Prs , POS=SYM , POS=DET|PronType=Dem , Gender=Com|Number=Sing|POS=NUM , Number[psor]=Plur|POS=DET|Person=2|Poss=Yes|PronType=Prs , Case=Gen|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part , Definite=Def|Degree=Abs|POS=ADJ , POS=VERB|Tense=Pres , Definite=Ind|Gender=Neut|Number=Sing|POS=NUM , Degree=Abs|POS=ADV , Case=Gen|Definite=Def|Degree=Pos|Number=Sing|POS=ADJ , Gender=Com|Number=Sing|POS=PRON|PronType=Int,Rel , POS=VERB|Tense=Past|VerbForm=Part , Definite=Ind|Degree=Sup|Number=Sing|POS=ADJ , Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs , Gender=Com|Number=Sing|Number[psor]=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Prs , Number=Plur|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs , Number[psor]=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs , Definite=Ind|POS=NOUN , Case=Gen|Gender=Com|Number=Sing|POS=DET|PronType=Ind , Definite=Ind|Gender=Com|Number=Sing|POS=NUM , Definite=Def|Number=Plur|POS=NOUN , Case=Gen|POS=NOUN , POS=AUX|Tense=Pres|VerbForm=Part
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

准确度

Type Score
TOKEN_ACC 99.92
TOKEN_P 99.70
TOKEN_R 99.77
TOKEN_F 99.74
SENTS_P 98.42
SENTS_R 99.29
SENTS_F 98.85
TAG_ACC 98.47
POS_ACC 98.57
MORPH_ACC 98.14
MORPH_MICRO_P 99.10
MORPH_MICRO_R 98.77
MORPH_MICRO_F 98.93
DEP_UAS 90.84
DEP_LAS 88.33
ENTS_P 87.08
ENTS_R 84.59
ENTS_F 85.82
LEMMA_ACC 94.20
COREF_LEA_F1 41.18
COREF_LEA_PRECISION 48.89
COREF_LEA_RECALL 35.58
NEL_SCORE 80.12
NEL_MICRO_P 99.23
NEL_MICRO_R 67.19
NEL_MICRO_F 80.12
NEL_MACRO_P 99.39
NEL_MACRO_R 65.99
NEL_MACRO_F 78.15

训练

该模型是使用此方法进行训练的,并记录在此处。您可以在此处找到所有的训练记录。