Translation English to Punjabi: A Concise Review of Significant Approaches

Over the years, Machine Translation in English to Punjabi has seen significant advancements. The study emphasizes Punjabi’s unique linguistic complexities, which pose challenges for accurate and contextually relevant translations. Recognizing the importance of overcoming these obstacles, the paper investigates various pre-processing methodologies within neural-based and statistical-based Machine Translation systems. It examines the methods to improve translation accuracy, addressing issues such as morphological complexity, syntactic variations, and a lack of parallel corpora. Effective pre-processing techniques are highlighted as a critical step toward improving machine translation performance for Punjabi. Ultimately, by capitalizing on existing advancements, this study highlights practical implications and potential areas for improvement, focusing on the end-user experience.