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megantosh
/
flair-arabic-dialects-codeswitch-egy-lev

Token Classification
Flair
PyTorch
Arabic
English
sequence-tagger-model
Dialectal Arabic
Code-Switching
Code-Mixing
Model card Files Community
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@@ -51,6 +51,128 @@ for entity in sentence.get_spans('pos'):
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  # Example
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  # Citation
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  *if you use this model in your work, please consider citing this work:*
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  ```latex
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  # Example
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+ # Tagset
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+
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+ # Scores
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+ Expand details below to show class scores
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+ <details>
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+
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+ | |precision | recall | f1-score | support|
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+ |--|-----------|------|-------------|--------------|
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+ |INTJ | 0.8182 | 0.9000 |0.8571 | 10|
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+ |OUN | 0.9009 | 0.9402 |0.9201 | 435|
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+ |NUM | 0.9524 | 0.8333 | 0.8889 | 24|
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+ |ADJ |0.8762 | 0.7603 | 0.8142 | 121|
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+ |ADP |0.9903 |0.9623 | 0.9761 |106|
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+ | CCONJ | 0.9600 | 0.9730 | 0.9664 | 74|
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+ |PROPN | 0.9333 | 0.9333 | 0.9333 | 15|
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+ | ADV | 0.9135 | 0.8051 | 0.8559 | 118|
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+ |VERB | 0.8852 | 0.9231 | 0.9038 | 117|
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+ |PRON | 0.9620 | 0.9465 | 0.9542 | 187|
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+ |SCONJ | 0.8571 | 0.9474 | 0.9000 | 19|
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+ |PART | 0.9350 | 0.9791 | 0.9565 | 191|
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+ | DET | 0.9348 | 0.9149 | 0.9247 | 47|
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+ |PUNCT | 1.0000 | 1.0000 | 1.0000 | 35|
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+ | AUX | 0.9286 | 0.9811 | 0.9541 | 53|
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+ |MENTION | 0.9231 | 1.0000 | 0.9600 | 12|
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+ | V | 0.8571 | 0.8780 | 0.8675 | 82|
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+ | FUT-PART+V+PREP+PRON |1.0000 | 0.0000 | 0.0000 | 1|
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+ | PROG-PART+V+PRON+PREP+PRON | 0.0000 | 1.0000 | 0.0000 | 0|
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+ |ADJ+NSUFF | 0.6111 | 0.8462 | 0.7097 | 26|
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+ |NOUN+NSUFF | 0.8182 | 0.8438 | 0.8308 | 64|
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+ |PREP+PRON | 0.9565 | 0.9565 | 0.9565 | 23|
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+ | PUNC | 0.9941 | 1.0000 | 0.9971 | 169|
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+ | EOS |1.0000 | 1.0000 | 1.0000 | 70|
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+ | NOUN+PRON | 0.6986 | 0.8500 | 0.7669 | 60|
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+ | V+PRON | 0.7258 | 0.8036 | 0.7627 | 56|
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+ | PART+PRON | 1.0000 | 0.9474 | 0.9730 | 19|
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+ | PROG-PART+V | 0.8333 | 0.9302 | 0.8791 | 43|
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+ | DET+NOUN | 0.9625 | 1.0000 | 0.9809 | 77|
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+ | NOUN+NSUFF+PRON | 0.9091 | 0.7143 | 0.8000 | 14|
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+ | PROG-PART+V+PRON | 0.7083 | 0.9444 | 0.8095 | 18|
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+ | PREP+NOUN+NSUFF | 0.6667 | 0.4000 | 0.5000 5|
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+ | NOUN+NSUFF+NSUFF | 1.0000 | 0.0000 | 0.0000 | 3|
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+ | CONJ | 0.9722 | 1.0000 | 0.9859 | 35|
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+ | V+PRON+PRON | 0.6364 | 0.5833 | 0.6087 | 12|
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+ | FOREIGN | 0.6667 | 0.6667 | 0.6667 | 3|
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+ | PREP+NOUN | 0.6316 | 0.7500 | 0.6857 | 16|
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+ | DET+NOUN+NSUFF | 0.9000 | 0.9310 | 0.9153 | 29|
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+ | DET+ADJ+NSUFF | 1.0000 | 0.5714 | 0.7273 | 7|
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+ | CONJ+PRON | 1.0000 | 0.8750 | 0.9333 | 8|
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+ | NOUN+CASE | 0.0000 | 0.0000 | 0.0000 | 2|
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+ | DET+ADJ | 1.0000 | 0.6667 | 0.8000 | 6|
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+ | PREP | 1.0000 | 0.9718 | 0.9857 | 71|
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+ | CONJ+FUT-PART+V | 0.0000 | 0.0000 | 0.0000 | 1|
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+ | CONJ+V | 0.6667 | 0.7500 | 0.7059 | 8|
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+ | FUT-PART | 1.0000 | 1.0000 | 1.0000 | 2|
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+ | ADJ+PRON | 1.0000 | 0.0000 | 0.0000 | 8|
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+ | CONJ+PREP+NOUN+PRON | 1.0000 | 0.0000 | 0.0000 | 1|
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+ | CONJ+NOUN+PRON | 0.3750 | 1.0000 | 0.5455 | 3|
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+ | PART+ADJ | 1.0000 | 0.0000 | 0.0000 | 1|
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+ | PART+NOUN | 0.5000 | 1.0000 | 0.6667 | 1|
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+ | CONJ+PREP+NOUN | 1.0000 | 0.0000 | 0.0000 | 1|
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+ | CONJ+NOUN | 0.7000 | 0.7778 | 0.7368 | 9|
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+ | URL | 1.0000 | 1.0000 | 1.0000 | 3|
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+ | CONJ+FUT-PART | 1.0000 | 0.0000 | 0.0000 | 1|
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+ | FUT-PART+V | 0.8571 | 0.6000 | 0.7059 | 10|
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+ | PREP+NOUN+NSUFF+NSUFF | 1.0000 | 0.0000 | 0.0000 | 1|
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+ | HASH | 1.0000 | 0.9412 | 0.9697 | 17|
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+ | ADJ+PREP+PRON | 1.0000 | 0.0000 | 0.0000 | 3|
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+ | PREP+NOUN+PRON | 0.0000 | 0.0000 | 0.0000 | 1|
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+ | EMOT | 1.0000 | 0.8889 | 0.9412 | 18|
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+ | CONJ+PREP | 1.0000 | 0.7500 | 0.8571 | 4|
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+ | PREP+DET+NOUN+NSUFF | 1.0000 | 0.7500 | 0.8571 | 4|
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+ | PRON+DET+NOUN+NSUFF | 0.0000 | 1.0000 | 0.0000 | 0|
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+ | V+PREP+PRON | 1.0000 | 0.0000 | 0.0000 | 5|
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+ | V+PRON+PREP+PRON | 0.0000 | 1.0000 | 0.0000 | 0|
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+ | CONJ+NOUN+NSUFF | 0.5000 | 0.5000 | 0.5000 | 2|
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+ | V+NEG-PART | 1.0000 | 0.0000 | 0.0000 | 2|
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+ | PREP+DET+NOUN | 0.9091 | 1.0000 | 0.9524 | 10|
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+ | PREP+V | 1.0000 | 0.0000 | 0.0000 | 2|
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+ | CONJ+PART | 1.0000 | 0.7778 | 0.8750 | 9|
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+ | CONJ+V+PRON | 1.0000 | 1.0000 | 1.0000 | 5|
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+ | PROG-PART+V+PREP+PRON | 1.0000 | 0.5000 | 0.6667 | 2|
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+ | PREP+NOUN+NSUFF+PRON | 1.0000 | 1.0000 | 1.0000 | 1|
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+ | ADJ+CASE | 1.0000 | 0.0000 | 0.0000 | 1|
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+ | PART+NOUN+PRON | 1.0000 | 1.0000 | 1.0000 | 1|
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+ | PART+V | 1.0000 | 0.0000 | 0.0000 | 3|
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+ | PART+V+PRON | 0.0000 | 1.0000 | 0.0000 | 0|
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+ | FUT-PART+V+PRON | 0.0000 | 1.0000 | 0.0000 | 0|
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+ |FUT-PART+V+PRON+PRON | 1.0000 | 0.0000 | 0.0000 | 1|
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+ | CONJ+PREP+PRON | 1.0000 | 0.0000 | 0.0000 | 1|
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+ |CONJ+V+PRON+PREP+PRON | 1.0000 | 0.0000 | 0.0000 | 1|
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+ | CONJ+V+PREP+PRON | 0.0000 | 1.0000 | 0.0000 | 0|
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+ |CONJ+DET+NOUN+NSUFF | 1.0000 | 0.0000 | 0.0000 | 1|
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+ | CONJ+DET+NOUN | 0.6667 | 1.0000 | 0.8000 | 2|
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+ | CONJ+PREP+DET+NOUN | 1.0000 | 1.0000 | 1.0000 | 1|
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+ | PREP+PART | 1.0000 | 0.0000 | 0.0000 | 2|
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+ | PART+V+PRON+NEG-PART | 0.3333 | 0.3333 | 0.3333 | 3|
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+ | PART+V+NEG-PART | 0.3333 | 0.5000 | 0.4000 | 2|
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+ | PART+PREP+NEG-PART | 1.0000 | 1.0000 | 1.0000 | 3|
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+ | PART+PROG-PART+V+NEG-PART | 1.0000 | 0.3333 | 0.5000 | 3|
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+ | PREP+DET+NOUN+NSUFF+PREP+PRON | 1.0000 | 0.0000 | 0.0000 | 1|
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+ | PREP+PRON+DET+NOUN | 0.0000 | 1.0000 | 0.0000 | 0|
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+ | PART+NSUFF | 1.0000 | 0.0000 | 0.0000 | 1|
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+ | CONJ+PROG-PART+V+PRON | 1.0000 | 1.0000 | 1.0000 | 1|
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+ | PART+PREP+PRON | 1.0000 | 0.0000 | 0.0000 | 1|
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+ | CONJ+PART+PREP | 1.0000 | 0.0000 | 0.0000 | 1|
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+ | NUM+NSUFF | 0.6667 | 0.6667 | 0.6667 | 3|
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+ | CONJ+PART+V+PRON+NEG-PART | 1.0000 | 1.0000 | 1.0000 | 1|
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+ | PART+NOUN+NEG-PART | 1.0000 | 1.0000 | 1.0000 | 1|
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+ | CONJ+ADJ+NSUFF | 1.0000 | 0.0000 | 0.0000 | 1|
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+ | PREP+ADJ | 1.0000 | 0.0000 | 0.0000 | 1|
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+ | ADJ+NSUFF+PRON | 1.0000 | 0.0000 | 0.0000 | 2|
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+ | CONJ+PROG-PART+V | 1.0000 | 0.0000 | 0.0000 | 1|
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+ | CONJ+PART+PROG-PART+V+PREP+PRON+NEG-PART | 1.0000 | 0.0000 | 0.0000 | 1|
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+ | CONJ+PART+PREP+PRON+NEG-PART | 0.0000 | 1.0000 | 0.0000 | 0|
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+ | PREP+PART+PRON | 1.0000 | 0.0000 | 0.0000 | 1|
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+ | CONJ+ADV+NSUFF | 1.0000 | 0.0000 |0.0000 | 1|
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+ | CONJ+ADV | 0.0000 | 1.0000 | 0.0000 | 0|
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+ | PART+NOUN+PRON+NEG-PART | 0.0000 | 1.0000 | 0.0000 | 0|
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+ | CONJ+ADJ | 1.0000 | 1.0000 | 1.0000 | 1|
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+
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+ </details>
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+
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  # Citation
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  *if you use this model in your work, please consider citing this work:*
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  ```latex