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				|  | @ -58,3 +58,4 @@ This is a list of everyone who has made significant contributions to spaCy, in a | |||
| * Yanhao Yang, [@YanhaoYang](https://github.com/YanhaoYang) | ||||
| * Yasuaki Uechi, [@uetchy](https://github.com/uetchy) | ||||
| * Yubing Dong, [@tomtung](https://github.com/tomtung) | ||||
| * Yuval Pinter, [@yuvalpinter](https://github.com/yuvalpinter) | ||||
|  |  | |||
|  | @ -38,6 +38,11 @@ p | |||
| 
 | ||||
| +h(2, "pos-tagging") Part-of-speech Tagging | ||||
| 
 | ||||
| +infobox("Tip: Understanding tags") | ||||
|     |  In spaCy v1.8.3+, you can also use #[code spacy.explain()] to get the | ||||
|     |  description for the string representation of a tag. For example, | ||||
|     |  #[code spacy.explain("RB")] will return "adverb". | ||||
| 
 | ||||
| include _annotation/_pos-tags | ||||
| 
 | ||||
| +h(2, "lemmatization") Lemmatization | ||||
|  | @ -65,10 +70,20 @@ p | |||
| 
 | ||||
| +h(2, "dependency-parsing") Syntactic Dependency Parsing | ||||
| 
 | ||||
| +infobox("Tip: Understanding labels") | ||||
|     |  In spaCy v1.8.3+, you can also use #[code spacy.explain()] to get the | ||||
|     |  description for the string representation of a label. For example, | ||||
|     |  #[code spacy.explain("prt")] will return "particle". | ||||
| 
 | ||||
| include _annotation/_dep-labels | ||||
| 
 | ||||
| +h(2, "named-entities") Named Entity Recognition | ||||
| 
 | ||||
| +infobox("Tip: Understanding entity types") | ||||
|     |  In spaCy v1.8.3+, you can also use #[code spacy.explain()] to get the | ||||
|     |  description for the string representation of an entity label. For example, | ||||
|     |  #[code spacy.explain("LANGUAGE")] will return "any named language". | ||||
| 
 | ||||
| include _annotation/_named-entities | ||||
| 
 | ||||
| +h(2, "json-input") JSON input format for training | ||||
|  |  | |||
|  | @ -67,7 +67,7 @@ p | |||
|     python -m spacy download en_core_web_md | ||||
| 
 | ||||
|     # download exact model version (doesn't create shortcut link) | ||||
|     python -m spacy download en_core_web_md-1.2.0 --direct | ||||
|     python -m spacy download en_core_web_md-1.2.1 --direct | ||||
| 
 | ||||
| p | ||||
|     |  The download command will #[+a("#download-pip") install the model] via | ||||
|  | @ -96,10 +96,10 @@ p | |||
| 
 | ||||
| +code(false, "bash"). | ||||
|     # with external URL | ||||
|     pip install #{gh("spacy-models")}/releases/download/en_core_web_md-1.2.0/en_core_web_md-1.2.0.tar.gz | ||||
|     pip install #{gh("spacy-models")}/releases/download/en_core_web_md-1.2.1/en_core_web_md-1.2.1.tar.gz | ||||
| 
 | ||||
|     # with local file | ||||
|     pip install /Users/you/en_core_web_md-1.2.0.tar.gz | ||||
|     pip install /Users/you/en_core_web_md-1.2.1.tar.gz | ||||
| 
 | ||||
| p | ||||
|     |  By default, this will install the model into your #[code site-packages] | ||||
|  |  | |||
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