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bilstm_eventdetector's Introduction

BiLSTM_EventDetector

This is a BiLSTM model that I created for the first homework of the 2023 NLP master course at Sapienza with instructor Roberto Navigli. The model takes in input a sentence and returns a tag for each word among those ones ['O','B-SCENARIO','B-CHANGE','B-ACTION','B-SENTIMENT', 'I-CHANGE', 'B-POSSESSION', 'I-ACTION', 'I-SENTIMENT', 'I-SCENARIO', 'I-POSSESSION']

Performances

Training, validation and test were performed using a dataset given during the class.
Macro F1-Score: 0.72136
Macro Precision: 0.71571
Micro Precision: 0.94911

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