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Media preprint DOI: https://doi.org/10.1101/2020.04.09.20058958; this version posted July 28, 2020. The copyright holder for this preprint (which was not certified by peer review) is the author/funder,
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Identify the text or data where named entity recognition needs to be applied
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Select the appropriate named entity recognition tool or software
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Annotate the named entities in the text by labeling them with corresponding tags
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Train the model if necessary by providing labeled data for the named entities
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Test the model to ensure accurate recognition of named entities
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Deploy the named entity recognition model for use in data analysis or text processing

Who needs named entity recognition applied?

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Researchers conducting analyses on large datasets
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Government agencies in need of identifying entities in documents for security purposes
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Social media platforms aiming to categorize user-generated content for targeted advertising
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Named entity recognition is a subtask of information extraction that seeks to locate and classify named entities mentioned in unstructured text into predefined categories such as the names of persons, locations, organizations, expressions of times, quantities, monetary values, percentages, etc.
Organizations or individuals dealing with large amounts of text data, such as corporations, government agencies, researchers, and developers, may need to use named entity recognition to extract valuable information from text.
Named entity recognition can be filled out using natural language processing tools or software that are specifically designed for this task. The text data needs to be preprocessed and annotated before feeding it into the named entity recognition system.
The purpose of named entity recognition is to help organize, classify, and extract meaningful information from unstructured text data. It is used for various applications such as information retrieval, machine translation, question answering, and sentiment analysis.
The reported information on named entity recognition applied includes the types of named entities found in the text, their corresponding categories, and their locations within the text.
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