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README.md
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license: apache-2.0
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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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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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- [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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It was tested on IronITA test set obtaining the following results:
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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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Training hyperparameters:
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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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Framework versions:
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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-
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