Named Entity Recognition

What actually is Named Entity Recognition (NER)?

NER is a part of the information extraction process. First, the annotator locates and classifies named entities present in the unstructured text. Then, these named entities are put into predefined categories.

The categories may include organizations, person names, locations, time expressions, medical codes, percentages, quantities, monetary values, etc. It is one of the vital entity detection methods when it comes to natural language processing.

By using NER, you can automatically scan entire documents and extract fundamental entities from them.

UBIAI - Named Entity Recognition NER

Perform NER and Relation Extraction with UBIAI’s Text Annotation Tool

Using UBIAI’s auto-labeling feature can be helpful in the following ways:

For auto-labeling and annotation of words with UBIAI, you can associate one or more dictionaries. The dictionary will help in entity labeling and, ultimately, pre-annotation of data.

The dictionary file should contain every associated word with the corresponding entity type.

Rule-based matching allows auto-labeling of documents by combining multiple rules.

It will enable instant auto-labeling of documents by using multiple pre-defined rules such as regular expressions, Part of Speech (POS), and patterns (email, number, phone number, etc.…).

UBIAI - Named Entity Recognition NER

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If you’re looking for a tagging platform on NLP projects, UBIAI probably has all the features you need. lt supports many document types and multiple OCR engines. It’s super simple and powerful.
annotation tool review

Ihsan S.

Machine Learning Engineer

It is very easy to work with. A couple of things that draw me to UBIAI are that it could accept data in a LOT of formats (even including PDFs!).

Jetson W.

Data Architect

I love this product as this provides amazing support for document classification and named entity recognition. The NLP tasks UI is very intuitively embedded into this product and it is really easy to use.

Jasmeet K.

Data Scientist