Language Understanding on MMLU-Pro OOD (test) benchmark leaderboard · SOTA2 Research

Language Understanding on MMLU-Pro OOD (test)

80.92Biology Avg@16CAST

Evaluation Results

Method	Links
CAST2026.05		80.92	94.28	73.72	89.73	75.43	93.11	70.9	88.78	73.88	89.45	55.13	89.47	59.59	79.34	48.16	70.08	30.81	64.85	85.21	95.19	55.1	76.52	53.08	75.35	75.27	92.3	66.72	82.33	65.74	85.43
RLRT2026.05		79.38	93.03	70.54	90.11	71.36	91.43	68.99	87.56	71.9	87.56	53.77	87.62	57.94	78.85	47.77	70.34	29.53	62.49	81.3	94.3	53.45	76.62	51.19	72.95	71.43	91.69	66.17	81.08	63.41	84.32
GRPO2026.05		79.31	93.03	70.32	88.97	70.56	91.17	68.63	88.78	72.03	88.98	53.59	88.34	57.93	79.58	47.28	70.87	29.62	64.03	80.83	93.93	53.27	74.89	51.01	73.35	71.21	91.76	66.03	81.7	63.18	84.52
RLSD2026.05		79.15	93.03	70.56	89.35	70.76	92.4	68.57	87.56	72.04	88.51	54.37	88.24	57.64	78.85	47.47	70.08	29.58	62.31	80.75	94.45	53.38	76.08	50.56	72.55	70.78	91.69	65.88	81.08	63.17	84.41
Base2026.05		79.02	93.03	70.08	89.48	70.56	92.14	67.79	88.78	72.07	88.39	54.35	87.72	58.21	78	47.85	68.77	29.67	62.4	80.46	94.08	53.34	75.87	51.58	74.35	70.78	91.61	65.97	82.08	63.16	84.37
OPSD2026.05		78.71	92.61	70.66	88.21	70.43	91.61	68.05	87.56	71.91	88.27	53.93	87.72	57.84	78.61	47.9	69.55	29.79	62.58	80.67	94.3	53.24	75.43	50.74	73.55	70.98	91.61	66.15	81.33	63.13	84.15