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  **MacBERT** is an improved BERT with novel **M**LM **a**s **c**orrection pre-training task, which mitigates the discrepancy of pre-training and fine-tuning.
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  Here is an example of our pre-training task.
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- | | Example |
 
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  | -------------- | ----------------- |
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  | **Original Sentence** | we use a language model to predict the probability of the next word. |
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  | **MLM** | we use a language [M] to [M] ##di ##ct the pro [M] ##bility of the next word . |
 
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  **MacBERT** is an improved BERT with novel **M**LM **a**s **c**orrection pre-training task, which mitigates the discrepancy of pre-training and fine-tuning.
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  Here is an example of our pre-training task.
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+ | task | Example |
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  | -------------- | ----------------- |
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  | **Original Sentence** | we use a language model to predict the probability of the next word. |
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  | **MLM** | we use a language [M] to [M] ##di ##ct the pro [M] ##bility of the next word . |