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brightmart/bert_language_understanding

A TensorFlow implementation of BERT that reproduces Google's pre-training approach for language understanding tasks.

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The repository replicates BERT’s pre-training strategy and experiments with replacing the Transformer backbone with TextCNN. It implements masked language model pre-training and fine-tuning for various NLP tasks such as text classification, document classification, and question answering. The work demonstrates that the pre-train and fine-tuning paradigm is model-independent and can boost performance significantly even with moderate-sized datasets.

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