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- ---
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- license: apache-2.0
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ license: apache-2.0
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+ metrics:
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+ - accuracy
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+ - f1
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+ pipeline_tag: text-classification
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+ tags:
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+ - irony
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+ language:
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+ - it
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+ ---
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+
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+ This model is a fine-tuned version of [AlBERTo](m-polignano-uniba/bert_uncased_L-12_H-768_A-12_italian_alb3rt0) Italian model on the following datasets annotated with the presence of irony:
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+
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+ - [IronITA 2018](https://live.european-language-grid.eu/catalogue/corpus/7372)
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+ - [Sarcastic Hate Speech dataset](https://github.com/simonasnow/Sarcastic-Hate-Speech)
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+ - SENTIPOLC [2014](https://live.european-language-grid.eu/catalogue/corpus/7480)/[2016](https://live.european-language-grid.eu/catalogue/corpus/7479)
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+
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+ It was tested on IronITA test set obtaining the following results:
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+
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+ - macro F1: 0.79
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+ - accuracy: 0.79
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+ - precision of positive class: 0.77
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+ - recall of positive class: 0.84
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+ - F1 of positive class: 0.80
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+
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+ Training hyperparameters:
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+
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+ - learning_rate: 2e-05
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+ - train_batch_size: 16
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+ - eval_batch_size: 16
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+ - seed: 42
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+ - optimizer: Adam
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+
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+ Framework versions:
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+
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+ - Transformers 4.30.2
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+ - Pytorch 2.1.2
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+ - Datasets 2.19.0
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+ - Accelerate=0.30.0-