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ResearchFormerly WizWand

Machine Translation (X→En) on FLORES-101 (test)

11.5BLEU (low resource)many-to-many + xsim
8.4849.26710.0510.833Jan 7, 2026
Updated 8mo ago

Evaluation results

MethodLinks
many-to-many + xsimModel Type=many-to-many, Training Strategy=Auxiliary Similarity Loss (xsim)2026.0111.517.817.4
many-to-one + xsimModel Type=many-to-one, Training Strategy=Auxiliary Similarity Loss (xsim)2026.0110.815.714.5
many-to-many + multi-parallelModel Type=many-to-many, Training Strategy=multi-parallel batches2026.019.916.917.7
many-to-manyModel Type=many-to-many, Training Strategy=baseline2026.019.716.817.9
many-to-oneModel Type=many-to-one, Training Strategy=baseline2026.018.814.615
many-to-one + multi-parallelModel Type=many-to-one, Training Strategy=multi-parallel batches2026.018.614.714.9