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hatebert's Issues

retrained model returns random results

Hi,

I have a quick question about the repo. So the models under HateBERT_finetuned_model are running fine. However, the model under the folder retrained_model is returning random results.

Issue in loading weights

Using the code the provided I encounter the following error in loading weights, can you please guide.

Some weights of the model checkpoint at hate_bert/hate_bert were not used when initializing BertForSequenceClassification: ['cls.predictions.transform.LayerNorm.bias', 'cls.predictions.decoder.weight', 'cls.predictions.transform.dense.bias', 'cls.predictions.transform.LayerNorm.weight', 'cls.predictions.transform.dense.weight', 'cls.predictions.decoder.bias', 'cls.predictions.bias']
- This IS expected if you are initializing BertForSequenceClassification from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model).
- This IS NOT expected if you are initializing BertForSequenceClassification from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).
Some weights of BertForSequenceClassification were not initialized from the model checkpoint at hate_bert/hate_bert and are newly initialized: ['classifier.bias', 'classifier.weight']
You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.
Truncation was not explicitly activated but `max_length` is provided a specific value, please use `truncation=True` to explicitly truncate examples to max length. Defaulting to 'longest_first' truncation strategy. If you encode pairs of sequences (GLUE-style) with the tokenizer you can select this strategy more precisely by providing a specific strategy to `truncation`.

I have a problem for your code

First of all, thank you for your research, could you guide me to run the code? It really blew me away and I don't know where to start. Specifically, could you ask me a few questions? Is your code completely in the software folder? In what order should I proceed to run the code file? and where should i get these two paths? I'm very sorry if my question bothers you and there is something rude in my question, really I didn't mean to, my english is very bad.
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