{ "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":[ ] }