# Preparing a nlp dataset for MLM

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**Category:** 🤗Datasets\
**Created:** [February 15, 2021, 7:25pm UTC](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fpreparing-a-nlp-dataset-for-mlm%2F3652 "2021-02-15T19:25:45Z")\
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**Author:** ![viharshah85](https://avatars.discourse-cdn.com/v4/letter/v/2bfe46/32.png) [@viharshah85](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Fu%2Fviharshah85)%5C
**Post date:** [November 8, 2024, 6:48am UTC](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fpreparing-a-nlp-dataset-for-mlm%2F3652%2F5 "2024-11-08T06:48:08Z")

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If you’re preparing an NLP dataset for a Masked Language Model (MLM), it’s important to have high-quality, diverse data to ensure the model can effectively understand and predict contextual language. For a comprehensive list of NLP datasets to help you get started, check out this blog: - [Top NLP Datasets to Supercharge Your Machine Learning Models](https://www.shaip.com/blog/15-nlp-dataset-for-nlp/) . These datasets offer a variety of text sources that can support a range of NLP tasks, including MLM training.

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