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final update

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@@ -84,6 +84,8 @@ Find the v1 (TensorFlow) model on [this page](https://github.com/FredZhang7/tfjs
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  Models tested for v2: roberta, xlm-roberta, bert-small, bert-base-cased/uncased, bert-multilingual-cased/uncased, and alberta-large-v2.
 
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+ I manually annotated more data on top of Toxi Text 3M and added them to the training set.
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  Models tested for v2: roberta, xlm-roberta, bert-small, bert-base-cased/uncased, bert-multilingual-cased/uncased, and alberta-large-v2.