I have recently read about Bert and want to use BertForMaskedLM for fill_mask task. I know about Bert architecture. Also, as far as I know, BertForMaskedLM is built from Bert with a language modeling head on top, but I have no idea about what language modeling head means here. Can anyone give me a brief explanation.
1 Answers
The BertForMaskedLM, as you have understood correctly uses a Language Modeling(LM) head .
Generally, as well as in this case, LM head is a linear layer having input dimension of hidden state (for BERT-base it will be 768) and output dimension of vocabulary size. Thus, it maps to hidden state output of BERT model to a specific token in the vocabulary. The loss is calculated based on the scores obtained of a given token with respect to the target token.
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