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+ ---
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+ language: pt # <-- my language
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+ widget:
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+ - text: "Preciso de um emprego"
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+ ---
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+
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+ # Detection of employment status disclosures on Twitter
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+
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+ ## Model main characteristics:
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+ - class: Job Search (1), else (0)
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+ - country: BR
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+ - language: Portuguese
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+ - architecture: BERT base
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+
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+ ## Model description
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+ This model is a version of `neuralmind/bert-base-portuguese-cased` finetuned to recognize Portuguese tweets mentioning that the user is currently looking for a job. It was trained on Portuguese tweets from users based in Brazil. The task is framed as a binary classification problem with:
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+ - the positive class referring to tweets mentioning that the user is looking for a job (label=1)
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+ - the negative class referring to all other tweets (label=0)
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+
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+ ## Resources
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+
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+ The dataset of Portuguese tweets on which this classifier was trained is open-sourced [here](https://github.com/manueltonneau/twitter-unemployment).
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+ Details on the performance can be found in our [ACL 2022 paper](https://arxiv.org/abs/2203.09178).
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+
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+ ## Citation
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+
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+ If you find this model useful, please cite our paper (citation to come soon).