Semantic similarity between different texts is a challenging task. It measures the relation between texts, sentences and words to depict their degree of similarity or resemblance. Many of the Natural languages processing tasks and applications need measuring the text semantic similarity to achieve good results. Plagiarism detection, text entailment, text summarization, machine translation, and information extraction are among these applications. Therefore many Methods for measuring semantic similarity have been proposed for Arabic text which is reviewed and compared in this research.