List your company

Machine Translation (X→En) on TED (test)

0.22BLEU (Low Resource)many-to-one + xsim
0.196080.202290.20850.21471Jan 7, 2026

Evaluation results

MethodLinks
many-to-one + xsimModel Type=many-to-one, Training Strategy=Auxiliary Similarity Loss (xsim)2026.010.220.2880.266
many-to-many + xsimModel Type=many-to-many, Training Strategy=Auxiliary Similarity Loss (xsim)2026.010.2180.3070.304
many-to-many + multi-parallelModel Type=many-to-many, Training Strategy=multi-parallel batches2026.010.2080.3010.31
many-to-manyModel Type=many-to-many, Training Strategy=baseline2026.010.2050.3020.312
many-to-oneModel Type=many-to-one, Training Strategy=baseline2026.010.1990.2790.272
many-to-one + multi-parallelModel Type=many-to-one, Training Strategy=multi-parallel batches2026.010.1970.2760.27