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README.md
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Starting with the ENO dataset, we created a binary classifier model to isolate the labour advertisements from the rest of the material. This model found 241.000
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advertisements, but the original text segmentation from the ENO dataset was geared more toward "text between rubrices" rather than individual advertisements. Therefore, we
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created a bespoke RegEx-based tokenizer to segment the positively identified texts into individual labour advertisements. This process resulted in around 344.000 advertisements.
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We then created two other classification models to identify the intended sex of the employee and whether an advertisement belonged to the supply-side or the demand-side
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Starting with the ENO dataset, we created a binary classifier model to isolate the labour advertisements from the rest of the material. This model found 241.000
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advertisements, but the original text segmentation from the ENO dataset was geared more toward "text between rubrices" rather than individual advertisements. Therefore, we
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created a bespoke RegEx-based tokenizer to segment the positively identified texts into individual labour advertisements. This process resulted in around 344.000 advertisements.
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We then created two other classification models to identify the intended sex of the employee and whether an advertisement belonged to the supply-side or the demand-side,
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enriching the dataset with two analytical categories.
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## Models used for identification and categorization
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1. Labour advertisement identifier: https://huggingface.co/JohanHeinsen/Labour_advertisement_identifier
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2. Gender model: https://huggingface.co/JohanHeinsen/Labour_ads_gender
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3. Demand model: https://huggingface.co/JohanHeinsen/Labour_ads_demand
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