en_skillner / meta.json
ihk's picture
Update spaCy pipeline
cb74416 verified
{
"lang":"en",
"name":"skillner",
"version":"3.7.1",
"description":"A Named Entity Recognition (NER) model to extract SKILL, EXPERIENCE and BENEFIT from job adverts.",
"author":"nestauk",
"email":"contact@explosion.ai",
"url":"https://explosion.ai",
"license":"MIT",
"spacy_version":">=3.7.4,<3.8.0",
"spacy_git_version":"bd2c17e20",
"vectors":{
"width":300,
"vectors":514157,
"keys":514157,
"name":null
},
"labels":{
"ner":[
"SKILL",
"EXPERIENCE",
"BENEFIT"
]
},
"pipeline":[
"tok2vec",
"tagger",
"parser",
"attribute_ruler",
"lemmatizer",
"ner"
],
"components":[
"tok2vec",
"tagger",
"parser",
"senter",
"attribute_ruler",
"lemmatizer",
"ner"
],
"disabled":[
"senter"
],
"performance":{
"ents_p":0.4605714286,
"ents_r":0.4574347333,
"ents_f":0.4589977221,
"ents_per_type":{
"SKILL":{
"correct":461,
"incorrect":8,
"partial":0,
"missed":304,
"spurious":340,
"possible":773,
"actual":809,
"precision":0.5698393078,
"recall":0.596377749,
"f1":0.582806574
},
"EXPERIENCE":{
"correct":33,
"incorrect":16,
"partial":0,
"missed":59,
"spurious":17,
"possible":108,
"actual":66,
"precision":0.5,
"recall":0.3055555556,
"f1":0.3793103448
},
"BENEFIT":{
"correct":0,
"incorrect":0,
"partial":0,
"missed":0,
"spurious":0,
"possible":0,
"actual":0,
"precision":0,
"recall":0,
"f1":0
}
}
},
"sources":[
{
"name":"OntoNotes 5",
"url":"https://catalog.ldc.upenn.edu/LDC2013T19",
"license":"commercial (licensed by Explosion)",
"author":"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"
},
{
"name":"ClearNLP Constituent-to-Dependency Conversion",
"url":"https://github.com/clir/clearnlp-guidelines/blob/master/md/components/dependency_conversion.md",
"license":"Citation provided for reference, no code packaged with model",
"author":"Emory University"
},
{
"name":"WordNet 3.0",
"url":"https://wordnet.princeton.edu/",
"author":"Princeton University",
"license":"WordNet 3.0 License"
},
{
"name":"Explosion Vectors (OSCAR 2109 + Wikipedia + OpenSubtitles + WMT News Crawl)",
"url":"https://github.com/explosion/spacy-vectors-builder",
"license":"CC0",
"author":"Explosion"
}
],
"requirements":[
]
}