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NYU NLP Final Project: Build a semantic role labeling system utilizing SOTA machine learning models

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nyu-nlp-final-project

NYU NLP Final Project: Build a semantic role labeling system utilizing SOTA machine learning models

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Experiments

Results

On %-test:

Model Precision Recall F1 Output
Maxent 71.88 61.33 66.19 txt
RandomForest 64.53 74.00 68.94 txt
BERT 91.33 91.33 91.33 txt
DistilBERT 93.75 90.00 91.84 txt
RoBERTA 91.50 93.33 92.41 txt
DistilBERT (POS+BIO) 93.19 91.33 92.25 txt
DistilBERT (QA) 92.00 92.00 92.00 txt
DistilBERT (ONE ARG1) 92.67 92.67 92.67 txt

On total-test:

Model Precision Recall F1 Output
Maxent 55.33 36.02 43.64 txt
DistilBERT 80.49 78.43 79.45 txt

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