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Adding flair swe ner model

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  1. README.md +55 -0
  2. pytorch_model.bin +3 -0
README.md ADDED
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+ ---
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+ tags:
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+ - flair
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+ - token-classification
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+ - sequence-tagger-model
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+ language: sv
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+ datasets:
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+ - SUC 3.0
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+ widget:
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+ - text: "Hampus Londögård bor i Lund och har levererat denna model idag."
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+ ---
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+
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+ ## Swedish NER in Flair (SUC 3.0)
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+ F1-Score: **85.6** (SUC 3.0)
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+ B-PRS, I-PRS, B-ORG, I-ORG, B-TME, I-TME, B-WRK, B-LOC, I-LOC, B-EVN, I-EVN, B-MSR, I-MSR, I-WRK, B-OBJ, I-OBJ
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+ Predicts 8 tags:
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+ | **tag** | **meaning** |
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+ |---------------------------------|-----------|
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+ | PRS| cardinal value |
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+ | ORG | organisation name|
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+ | TME | time unit |
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+ | WRK | building name |
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+ | LOC | location name |
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+ | EVN | event name |
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+ | MSR | measurement unit |
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+ | OBJ | object |
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+
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+ Based on [Flair embeddings](https://www.aclweb.org/anthology/C18-1139/) and LSTM-CRF.
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+ ---
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+ ### Demo: How to use in Flair
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+ Requires: **[Flair](https://github.com/flairNLP/flair/)** (`pip install flair`)
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+ ```python
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+ from flair.data import Sentence
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+ from flair.models import SequenceTagger
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+ # load tagger
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+ tagger = SequenceTagger.load("flair/ner-english-ontonotes-large")
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+ # make example sentence
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+ sentence = Sentence(<Insert Text>)
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+ # predict NER tags
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+ tagger.predict(sentence)
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+ # print sentence
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+ print(sentence)
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+ # print predicted NER spans
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+ print('The following NER tags are found:')
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+ # iterate over entities and print
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+ for entity in sentence.get_spans('ner'):
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+ print(entity)
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+ ```
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+ This yields the following output:
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+ ```
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+ TODO()
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+ ```
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+ So, the entities "*TODO*" (labeled as a **EVT**), are found in the sentence "TODO".
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+ ---
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+ Please mention londogard if using this models.
pytorch_model.bin ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ size 351555629