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santsant93/toxicity-logreg-vs-bert
toxicity-logreg-vs-bert is a machine learning model from santsant93. Use it for the machine learning task on the model card, and read the license before you ship it in a product.
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Updated Dec 6, 2025
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From the Hugging Face model README
Model Summary
This repository contains two toxicity-classification approaches:
Logistic Regression (TF-IDF baseline)
BERT-based toxicity classifier (unitary/toxic-bert)
The goal is to compare a lightweight classical ML model with a transformer-based model using a subset of toxic comments.
Intended Use
Educational demonstration
Baseline benchmarking
Text-toxicity exploration
Not intended for production or safety-critical use.