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codersaanvii
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Model Details
Model Provider
codersaanvii
Model Tree
unsloth/mistral-7b-instruct-v0.3-bnb-4bit
Input Modalities
Output Modalities
Supported Functionality
This model has 0% recall on toxic content. It was trained on an imbalanced dataset (4.4% toxic examples) and learned to always predict "not toxic" regardless of input. It will not flag actual toxic content.
This is documented honestly rather than hidden — see Evaluation Results below for the full diagnosis. Do not use this model for actual content moderation in its current state.
Tested on 20 held-out examples (no overlap with training data):
| Metric | Score |
|---|---|
| Accuracy | 95.0% |
| Precision | 0.0% |
| Recall | 0.0% |
| F1 Score | 0.0% |
Confusion Matrix:
A model reporting fake high accuracy while having zero real capability is worse than no model — it creates false confidence. This card exists so anyone using this model understands its actual (current) limitations.
Currently: Portfolio demonstration only. Not suitable for production content moderation without retraining on a balanced dataset.