Revolutionizing Sentence Completion: Pioneering a Machine Learning Paradigm for Next Word Prediction

Abstract: Writing lengthy lines is a bit tedious, but the text prediction feature on the keyboard makes things easier. In the field of the study of natural languages, Next-Word Prediction (NWP), Often referred to as language modelling,is a machine learning tool that has the ability to anticipate the word that will come after a letter in a phrase or sentence. Users may select a word at will from the list of suggested words provided by the system and it offers many different word substitutions. The long short-term memory (LSTM)formula can recognize previous text and predict words, which can be helpful to users in sentence construction. This approach uses letter-by-letter prediction, meaning it predicts a word when a letter forms a word.

Keywords: Machine Learning, Next-Word Prediction(NWP), LSTM,.NLP