Sentiment Analysis Across Languages: Evaluation Before and After Machine Translation to English

arXiv:2405.02887v1 Announce Type: new
Abstract: People communicate in more than 7,000 languages around the world, with around 780 languages spoken in India alone. Despite this linguistic diversity, research on Sentiment Analysis has predominantly focused on English text data, resulting in a disproportionate availability of sentiment resources for English. This paper examines the performance of transformer models in Sentiment Analysis tasks across multilingual datasets and text that has undergone machine translation. By comparing the effectiveness of these models in different linguistic …

abstract analysis arxiv availability cs.ai cs.cl data diversity english evaluation india languages machine machine translation people research resources sentiment sentiment analysis spoken text translation type world