Cryptocurrency Q&A What is mask token in BERT?

What is mask token in BERT?

ZenMind ZenMind Tue Mar 18 2025 | 5 answers 1102
The mask token in BERT is a special token used to replace a certain percentage of words in the input text during the pre-training phase. This strategy aims to help the model learn to infer the masked words based on the context, thus improving its performance on downstream tasks. Typically, 15% of the tokens are chosen for masking, with 80% of those replaced by the [MASK] token, 10% replaced by random tokens, and the remaining 10% kept unchanged. What is mask token in BERT?

5 answers

Alessandro Alessandro Thu Mar 20 2025
This special token is frequently incorporated into transformer-based models.

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Stefano Stefano Thu Mar 20 2025
One notable example of such models is BERT (Bidirectional Encoder Representations from Transformers).

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GinsengBoostPower GinsengBoostPower Thu Mar 20 2025
In BERT and similar architectures, the mask token helps handle missing word prediction tasks.

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PhoenixRising PhoenixRising Thu Mar 20 2025
Mask token ([MASK]) plays a crucial role in machine learning and artificial intelligence models.

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CryptoAlchemy CryptoAlchemy Thu Mar 20 2025
Specifically, it is utilized for language modeling and text prediction tasks.

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