Machine Translation on OPUS-7 (test) benchmark leaderboard · SOTA2 Research

Machine Translation on OPUS-7 (test)

74.64Translation Score (X -> Ar)SemLing-MNMT

Evaluation Results

Method	Links
SemLing-MNMT2024.08		74.64	—	68.74	73.33	71.02	76.65	74.18	73.09	79.66	—	—
mRASP2 w/o AA2024.08		74.36	—	68.41	72.77	70.89	76.15	74.02	72.77	79.25	—	—
m-Transformer2024.08		72.33	—	65.77	70.67	68.97	73.48	71.52	70.46	79.45	—	—
SemLing-MNMT2024.08		40.4	—	40.67	51.34	39.55	44.53	26.95	40.57	53.86	—	—
mRASP2 w/o AA2024.08		39.76	—	40.55	50.83	39.68	43.78	26.03	40.1	53.28	—	—
m-Transformer2024.08		37.69	—	37.08	48.16	37.6	41	25.22	37.79	53.77	—	—
Transformer-subword2024.05		21.61	—	29.66	31.84	27.97	30.7	25.72	—	—	27.92	31.27
Pivot2024.08		15.79	—	17.48	27.81	18.5	20.98	15.71	19.38	—	—	—
MSC2024.05		14.86	—	27.89	26.62	25.39	19.57	28.43	—	—	23.8	26.79
SemLing-MNMT2024.08		14.79	—	16.64	26.2	17.42	20.11	17.4	18.76	32.13	—	—
Byte-nCF2024.05		14.58	—	27.05	27.58	26.59	19.6	28.17	—	—	23.53	26.59
mRASP2 w/o AA2024.08		14.2	—	16.54	25.67	17.46	19.29	17.72	18.48	31.48	—	—
DT2024.08		13.84	—	15.06	23.95	16.24	18.29	17.85	17.54	31.96	—	—
CrossConST2024.08		13.68	—	15.04	23.67	16.5	17.67	16.03	17.1	32.12	—	—
Transformer-byte2024.05		13.51	—	26.45	25.09	24	18.28	26.59	—	—	22.32	25.19
TLP2024.08		13.1	—	14.32	22.71	15.82	17.29	16.29	16.59	31.9	—	—
m-Transformer2024.08		12.73	—	14.58	23.11	15.82	17.24	16.44	16.65	31.91	—	—