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ResearchFormerly WizWand

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