{ "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":0.5919354839, "ents_r":0.5758368201, "ents_f":0.5837751856, "skill_p":0.721858249, "skill_r":0.7261833433, "skill_f":0.7240143369, "experience_p":0.5214285714, "experience_r":0.4147727273, "experience_f":0.4620253165, "benefit_p":0.756097561, "benefit_r":0.4626865672, "benefit_f":0.5740740741, "ents_per_type":{ "SKILL":{ "correct":1212, "incorrect":32, "partial":0, "missed":425, "spurious":435, "possible":1669, "actual":1679, "precision":0.721858249, "recall":0.7261833433, "f1":0.7240143369 }, "EXPERIENCE":{ "correct":73, "incorrect":39, "partial":0, "missed":64, "spurious":28, "possible":176, "actual":140, "precision":0.5214285714, "recall":0.4147727273, "f1":0.4620253165 }, "BENEFIT":{ "correct":31, "incorrect":4, "partial":0, "missed":32, "spurious":6, "possible":67, "actual":41, "precision":0.756097561, "recall":0.4626865672, "f1":0.5740740741 } } }, "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":[ ] }