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Multilingual Knowledge Evaluation on M-MMLU

80.5Accuracy (zh)

CAUSAL-NATIVE

Updated 4d ago

Evaluation Results

Method	Links
CAUSAL-NATIVE 2025.05		80.5	75.6	76	80.5	73.7	61	60.8	62.3	71.3
MULTI-RELATED 2025.05		77	85	74	80	72	60.5	67.5	63.9	72.5
MOREINFO 2025.05		76.8	83.3	68.2	77.9	61.3	59.7	66.9	54.3	68.6
CAUSAL-MULTI 2025.05		76.5	83	76	79.5	74	66	67.5	67.1	73.8
CONFLICT 2025.05		66.5	69.2	62.3	73.4	50.3	51.9	48.7	56.5	59.9
CAUSAL-MULTI 2025.05		57.5	62	52.3	59.5	57	58.1	56.8	50	56.7
CAUSAL-NATIVE 2025.05		57	59	48	60	49.3	56.5	45.5	50.3	53.2
MULTI-RELATED 2025.05		56.5	62.5	52	57	50.5	49	48.5	40.4	52.1
MOREINFO 2025.05		56	61.1	45.1	53.4	30	40.1	32	39	44.6
MULTI-RELATED 2025.05		55.5	52.5	56	51	55.5	52.4	55.5	60.9	54.9
ASK CALI 2025.05		55.2	53.4	59.3	54.7	58.7	42.4	47.7	53.9	53.2
REFLECT 2025.05		54.3	45.7	47	56.6	51.6	58.8	55	53.4	52.8
CONFLICT 2025.05		52.2	53.4	52.2	53	60.8	56.2	59.9	54.9	55.3
CAUSAL-MULTI 2025.05		51.2	53.8	53	53.5	57.4	54.4	54.5	57.9	54.5
REFLECT 2025.05		50.3	52.6	50.3	55.2	46.2	46.5	49.3	52.7	50.4
MOREINFO 2025.05		50	47.9	50	43.5	34.8	42.9	35.3	41.1	43.1
CAUSAL-NATIVE 2025.05		48.2	53.8	51	47.5	55	49.7	47.5	50.7	50.4
REFLECT 2025.05		47.8	47.4	46.9	46.3	37	39.5	32	41.8	42.3
CONFLICT 2025.05		47	54.7	45.6	46.1	55	49.7	55	50	50.4
ASK CALI 2025.05		44	38.5	53.5	42.7	61.8	62.2	56.8	57.5	52.2
ASK CALI 2025.05		20.8	20.5	29.3	20.8	46.2	41.3	41.9	53.1	34.3