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@@ -18,7 +18,7 @@ should probably proofread and complete it, then remove this comment. -->
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  # manipulative-score-model
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- This model is a fine-tuned version of [intfloat/multilingual-e5-base](https://huggingface.co/intfloat/multilingual-e5-base) on an unknown dataset.
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  It achieves the following results on the evaluation set:
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  - Loss: 0.1483
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  - Precision: 0.7768
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  - F1 Macro: 0.7468
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  - Accuracy: 0.7962
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  ## Model description
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- More information needed
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  ## Intended uses & limitations
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- More information needed
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  ## Training and evaluation data
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- More information needed
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  ## Training procedure
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  # manipulative-score-model
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+ This model is a fine-tuned version of [intfloat/multilingual-e5-base](https://huggingface.co/intfloat/multilingual-e5-base) on an UNLP 2025 Shared Task dataset.
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  It achieves the following results on the evaluation set:
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  - Loss: 0.1483
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  - Precision: 0.7768
 
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  - F1 Macro: 0.7468
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  - Accuracy: 0.7962
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  ## Model description
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+ This model measure how likely the given text is of manipulative nature.
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  ## Intended uses & limitations
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+ Data filtering and evaluation of pretraining data at scale
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  ## Training and evaluation data
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+ Take a look into https://github.com/lapa-llm/lapa-llm/blob/main/pretraining/quality-classifiers/manipulative_detector.py
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  ## Training procedure
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