Before revision:  Our results show that use of non-speaker annotators produces results that approach or match performance of fluent speakers. NS results are also consistently on par or better than cross-lingual methods built on modern contextual representations, and have the potential to further outperform with additional effort.
After revision:  Our results show that use of non-speaker annotators produces results that are consistently on par or better than cross-lingual methods built on modern contextual representations, and have the potential to further outperform with additional effort.