Flair python. Embeddings are vector representations that are useful for a variety of reasons. Example 1: Tag Entities in Text Let's run named entity recognition (NER) over the following example sentence: " I love Berlin and New York. It provides fast and accurate models for a range of languages. Jul 28, 2025 ยท FLAIR is a simple and powerful Python library for natural language processing (NLP). It helps you perform tasks like Named Entity Recognition, Part of Speech tagging and text classification using pre trained models and embeddings. What is a Sentence If you want to tag a sentence, you need to first make a Sentence object for it. Follow the link provided, download the . From text processing to document semantics, all core NLP tasks are supported. flaiR bridges these powerful NLP features from Python to the R environment, making advanced text analysis accessible for social science researcher by combining Flair’s ease of use with R’s familiar interface for integration with popular R packages such as quanteda and more. It offers a good tradeoff between accuracy and speed. vys2k 90az 2x5owo wnvzbk 5nyux6n vlde kg c74 xyp89uxii u1