Datasets:
add table with baselines
Browse files
README.md
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@@ -142,9 +142,16 @@ test_df = load_dataset('sagteam/author_profiling', split='test')
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This dataset is intended for multi-class and multi-label text classification.
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The baseline models currently achieve the following F1 metrics scores (table):
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### Languages
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This dataset is intended for multi-class and multi-label text classification.
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The baseline models currently achieve the following F1-weighted metrics scores (table):
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| Model name | gender | age_group | gender_imitation | age_imitation | style_imitation | no_imitation | average |
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| ------------------- | ------ | --------- | ---------------- | ------------- | --------------- | ------------ | ------- |
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| Dummy-stratified | 0.49 | 0.29 | 0.56 | 0.32 | 0.57 | 0.55 | 0.46 |
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| Dummy-uniform | 0.49 | 0.23 | 0.51 | 0.32 | 0.51 | 0.51 | 0.43 |
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| Dummy-most_frequent | 0.34 | 0.27 | 0.53 | 0.17 | 0.53 | 0.53 | 0.40 |
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| LinearSVC + TF-IDF | 0.67 | 0.37 | 0.62 | 0.72 | 0.71 | 0.71 | 0.63 |
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| LinearSVC + TF-IDF | 0.67 | 0.37 | 0.62 | 0.72 | 0.71 | 0.71 | 0.63 |
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| ------------------- | ------ | --------- | ---------------- | ------------- | --------------- | ------------ | ------- |
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### Languages
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