/ Модель
Каталог

Характеристики

Лицензия
GPL 3.0
Опубликована
2 мар 2022

Ссылки

Hugging Face

es_core_news_md

spacy
Разметка токеновТекст → label9 профессий

es_core_news_md — испаноязычный NLP-конвейер, разработанный компанией Explosion на базе spaCy 3.7.0.

6 590скачиваний за 30 дней1лайквеса обновлены10 окт 2023

Бенчмарки

Как модель справилась с задачами пользователей ailist и что о ней публикуют открытые лидерборды

Публичные оценки

Из открытых лидербордов. Сравнивайте результаты одного теста при одинаковых условиях — отсутствие оценки не значит, что модель хуже.

В подключённых источниках результатов для этой модели пока нет.

Что умеет модель

Описание составлено по карточке модели и метаданным Hugging Face

Модель оптимизирована для работы на CPU и предназначена для обработки текстов на испанском языке: токенизации, морфологического анализа, определения частей речи и грамматических признаков, лемматизации, синтаксического анализа зависимостей, выделения границ предложений и распознавания именованных сущностей. Она подходит для информационного поиска, анализа документов, подготовки текстовых данных и других задач классического NLP.

В состав входят компоненты tok2vec, morphologizer, parser, senter, attribute_ruler, lemmatizer и ner. Модель использует 300-мерные векторы: заявлено 500 000 ключей и 20 000 уникальных векторов. Обучение опирается на UD Spanish AnCora, WikiNER, данные spaCy lookups и fastText-векторы Explosion. В README не указаны ограничения по длине контекста и перечень дополнительных модальностей, поэтому модель следует рассматривать как предназначенную для текстовых данных на испанском языке.

Среди заявленных результатов — F1 0,894 для NER, точность 0,985 для UPOS, 0,980 для морфологических признаков, 0,965 для лемматизации, UAS 0,913, LAS 0,880 и F1 0,988 для определения предложений. Ограничениями являются специализация на испанском языке, CPU-ориентированная архитектура и то, что показатели зависят от домена и качества входного текста. Модель распространяется по лицензии GNU GPL 3.0, что необходимо учитывать при использовании и интеграции.

Для каких профессий подходит9

Разделы каталога профессий, в задачах которых используется эта модель

Все профессии
I.3Универсальные способностиИзвлечение и структурирование данныхAI помогает превращать разрозненные данные в структуру, пригодную для поиска, аналитики и автоматизации.18 задач25 791модельII.8Разработка и данныеИнженерия данных и аналитикаAI помогает готовить надёжные данные и превращать их в понятную аналитику.22 задачи23 488моделейI.1Универсальные способностиПоиск и навигация по информацииAI помогает находить нужные сведения и помогать человеку быстро переходить от вопроса к подтверждённому источнику.18 задач13 467моделейI.4Универсальные способностиОбработка документов и формAI помогает оцифровывать документы, проверять их комплектность и сокращать ручной ввод данных.16 задач7 180моделей

Также подходит для

Карточка модели

README от автора на Hugging Face, как он его опубликовал

Открыть на Hugging Face

Details: https://spacy.io/models/es#es_core_news_md

Spanish pipeline optimized for CPU. Components: tok2vec, morphologizer, parser, senter, ner, attribute_ruler, lemmatizer.

FeatureDescription
Namees_core_news_md
Version3.7.0
spaCy>=3.7.0,<3.8.0
Default Pipelinetok2vec, morphologizer, parser, attribute_ruler, lemmatizer, ner
Componentstok2vec, morphologizer, parser, senter, attribute_ruler, lemmatizer, ner
Vectors500000 keys, 20000 unique vectors (300 dimensions)
SourcesUD Spanish AnCora v2.8 (Martínez Alonso, Héctor; Zeman, Daniel)WikiNER (Joel Nothman, Nicky Ringland, Will Radford, Tara Murphy, James R Curran)spaCy lookups data (Explosion)Explosion fastText Vectors (cbow, OSCAR Common Crawl + Wikipedia) (Explosion)
LicenseGNU GPL 3.0
AuthorExplosion

Label Scheme

ComponentLabels
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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, 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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
parserROOT, 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
nerLOC, MISC, ORG, PER

Accuracy

TypeScore
TOKEN_ACC100.00
TOKEN_P99.89
TOKEN_R99.95
TOKEN_F99.92
POS_ACC98.48
MORPH_ACC98.02
MORPH_MICRO_P99.43
MORPH_MICRO_R98.85
MORPH_MICRO_F99.14
SENTS_P98.40
SENTS_R99.21
SENTS_F98.80
DEP_UAS91.26
DEP_LAS88.00
TAG_ACC96.11
LEMMA_ACC96.50
ENTS_P89.25
ENTS_R89.51
ENTS_F89.38

Как запустить

На своей GPU в ailist. Цена — по текущим предложениям провайдеров

GPU в ailist

Универсальный рантайм

Нельзя запустить

Модели spaCy требуют отдельного рантайма.

Ревизия весов
599be47

0 моделей

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