Gulf Arabic Sentiment Analysis: 7 in 10 Get It Wrong

Gulf Arabic sentiment analysis breaks down the moment it relies on a model trained mainly on Modern Standard Arabic. Not slightly off, not “close enough,” but structurally wrong. In Saudi Arabia, the UAE, Kuwait, Qatar, Bahrain, and Oman, everyday communication runs on dialect, code-switching, and cultural nuance that MSA was never built to capture. Brands […]