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license: mit |
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language: |
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- multilingual |
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- ru |
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- bg |
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- mk |
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- uk |
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- fi |
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tags: |
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- labse |
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- ner |
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--- |
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This is a multilingual NER system trained using a Frustratingly Easy Domain Adaptation architecture. It is based on LaBSE and supports different tagsets all using IOBES formats: |
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1. Wikiann (LOC, PER, ORG) |
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2. SlavNER 19/21 (EVT, LOC, ORG, PER, PRO) |
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3. SlavNER 17 (LOC, MISC, ORG, PER) |
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4. CNE5 (GEOPOLIT, LOC, MEDIA, PER, ORG) |
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5. FactRuEval (LOC, ORG, PER) |
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6. NER-UK (LOC, MISC, ORG, PER) |
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7. Turku (DATE, EVT, LOC, ORG, PER, PRO, TIME) |
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PER: person, LOC: location, ORG: organization, EVT: event, PRO: product, MISC: Miscellaneous, MEDIA: media, ART: Artifact, TIME: time, DATE: date, GEOPOLIT: Geopolitical, |
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You can select the tagset to use in the output by configuring the model. This models manages differently uppercase words. |
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More information about the model can be found in the paper (https://aclanthology.org/2021.bsnlp-1.12.pdf) and GitHub repository (https://github.com/EMBEDDIA/NER_FEDA). |
