Multilingual Downstream Evaluation on FLORES+ 30-lang dataset (unbalanced) benchmark leaderboard · SOTA2 Research

Multilingual Downstream Evaluation on FLORES+ 30-lang dataset (unbalanced)

39.04Arabic AccuracyParity-aware (hybrid)

Evaluation Results

Method	Links
Parity-aware (hybrid)2025.08		39.04	23.54	34.78	42.55	38.83	39.15	36.59	33.92	40.55	35.01	37.45	33	31.14	33.15	36.21	32.25	33.52	38.46	33.87	38.58	44.15	40.96
Parity-aware (window+hybrid)2025.08		38.84	23.91	36.82	43.16	39.3	39.15	37.1	33.86	40.46	34.62	37.43	34.33	28.97	33.06	36.57	32.19	33.26	37.89	33.8	38.32	43.74	41.06
Classical BPE2025.08		38.19	24.95	32.92	41.95	37.53	42.8	38.67	33.92	38.95	32.82	37.43	33	29.75	33.63	36.36	31.32	32.73	39.04	33.69	38.43	43.04	40.76
Random2025.08		32	25	30.62	37.5	32.77	25	32	30.62	35	27.22	34	25	23.75	27.5	32.77	31.25	30	35	29.5	35	35.5	37.5