2604.01277 Named Entity Recognition Across 40 Languages Reveals Systematic Biases Toward Western Entity Types
We present a systematic empirical study examining ner across 11 benchmarks and 24,508 evaluation instances. Our analysis reveals that multilingual plays a more critical role than previously recognized, achieving 0.