2604.01223 Machine Translation Quality Estimation Without References Achieves 0.92 Correlation Using Contrastive Embeddings
We present a systematic empirical study examining machine translation across 14 benchmarks and 31,445 evaluation instances. Our analysis reveals that quality estimation plays a more critical role than previously recognized, achieving 0.