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Add Zshot Spacy plugin (#11557)

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* Add Zshot Spacy plugin

Add Zshot (Zero and Few shot named entity & relationships recognition) Spacy plugin

* Update website/meta/universe.json

Co-authored-by: Adriane Boyd <adrianeboyd@gmail.com>

* Update website/meta/universe.json

Co-authored-by: Adriane Boyd <adrianeboyd@gmail.com>

Co-authored-by: Adriane Boyd <adrianeboyd@gmail.com>
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Gabriele Picco 2022-09-29 16:34:44 +01:00 committed by GitHub
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website/meta/universe.json
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@ -1,5 +1,62 @@
{
"resources": [
{
"id": "Zshot",
"title": "Zshot",
"slogan": "Zero and Few shot named entity & relationships recognition",
"github": "ibm/zshot",
"pip": "zshot",
"code_example": [
"import spacy",
"from zshot import PipelineConfig, displacy",
"from zshot.linker import LinkerRegen",
"from zshot.mentions_extractor import MentionsExtractorSpacy",
"from zshot.utils.data_models import Entity",
"",
"nlp = spacy.load('en_core_web_sm')",
"# zero shot definition of entities",
"nlp_config = PipelineConfig(",
" mentions_extractor=MentionsExtractorSpacy(),",
" linker=LinkerRegen(),",
" entities=[",
" Entity(name='Paris',",
" description='Paris is located in northern central France, in a north-bending arc of the river Seine'),",
" Entity(name='IBM',",
" description='International Business Machines Corporation (IBM) is an American multinational technology corporation headquartered in Armonk, New York'),",
" Entity(name='New York', description='New York is a city in U.S. state'),",
" Entity(name='Florida', description='southeasternmost U.S. state'),",
" Entity(name='American',",
" description='American, something of, from, or related to the United States of America, commonly known as the United States or America'),",
" Entity(name='Chemical formula',",
" description='In chemistry, a chemical formula is a way of presenting information about the chemical proportions of atoms that constitute a particular chemical compound or molecul'),",
" Entity(name='Acetamide',",
" description='Acetamide (systematic name: ethanamide) is an organic compound with the formula CH3CONH2. It is the simplest amide derived from acetic acid. It finds some use as a plasticizer and as an industrial solvent.'),",
" Entity(name='Armonk',",
" description='Armonk is a hamlet and census-designated place (CDP) in the town of North Castle, located in Westchester County, New York, United States.'),",
" Entity(name='Acetic Acid',",
" description='Acetic acid, systematically named ethanoic acid, is an acidic, colourless liquid and organic compound with the chemical formula CH3COOH'),",
" Entity(name='Industrial solvent',",
" description='Acetamide (systematic name: ethanamide) is an organic compound with the formula CH3CONH2. It is the simplest amide derived from acetic acid. It finds some use as a plasticizer and as an industrial solvent.'),",
" ]",
")",
"nlp.add_pipe('zshot', config=nlp_config, last=True)",
"",
"text = 'International Business Machines Corporation (IBM) is an American multinational technology corporation' \\",
" ' headquartered in Armonk, New York, with operations in over 171 countries.'",
"",
"doc = nlp(text)",
"displacy.serve(doc, style='ent')"
],
"thumb": "https://ibm.github.io/zshot/img/graph.png",
"url": "https://ibm.github.io/zshot/",
"author": "IBM Research",
"author_links": {
"github": "ibm",
"twitter": "IBMResearch",
"website": "https://research.ibm.com/labs/ireland/"
},
"category": ["scientific", "models", "research"]
},
{
"id": "concepcy",
"title": "concepCy",