Model 5-shot	STEM	Humanities	Social Science	Other	China-specific	Average
Multilingual-oriented
GPT4	65.23	72.11	72.06	74.79	66.12	70.95
ChatGPT	47.81	55.68	56.50	62.66	50.69	55.51
Falcon-40B	33.33	43.46	44.28	44.75	39.46	41.45
LLaMA-65B	34.47	40.24	41.55	42.88	37.00	39.80
BLOOMZ-7B	30.56	39.10	38.59	40.32	37.15	37.04
Bactrian-LLaMA-13B	27.52	32.47	32.27	35.77	31.56	31.88
Chinese-oriented
Zhuzhi-6B	40.30	48.08	46.72	47.41	45.51	45.60
Zhuhai-13B	42.39	61.57	60.48	58.57	55.68	55.74
Baichuan-13B	42.38	61.61	60.44	59.26	56.62	55.82
ChatGLM2-6B	42.55	50.98	50.99	50.80	48.37	48.80
Baichuan-7B	35.25	48.07	47.88	46.61	44.14	44.43
ChatGLM-6B	32.35	39.22	39.65	38.62	37.70	37.48
BatGPT-15B	34.96	35.45	36.31	42.14	37.89	37.16
Chinese-LLaMA-13B	27.12	33.18	34.87	35.10	32.97	32.63
MOSS-SFT-16B	27.23	30.41	28.84	32.56	28.68	29.57
Chinese-GLM-10B	25.49	27.05	27.42	29.21	28.05	27.26
Random	25.00	25.00	25.00	25.00	25.00	25.00

Model 0-shot	STEM	Humanities	Social Science	Other	China-specific	Average
Multilingual-oriented
GPT4	63.16	69.19	70.26	73.16	63.47	68.9
ChatGPT	44.8	53.61	54.22	59.95	49.74	53.22
BLOOMZ-7B	33.03	45.74	45.74	46.25	41.58	42.8
Falcon-40B	31.11	41.3	40.87	40.61	36.05	38.5
LLaMA-65B	31.09	34.45	36.05	37.94	32.89	34.88
Bactrian-LLaMA-13B	26.46	29.36	31.81	31.55	29.17	30.06
Chinese-oriented
Zhuzhi-6B	42.51	48.91	48.85	50.25	47.57	47.62
Zhuhai-13B	42.37	60.97	59.71	56.35	54.81	54.84
Baichuan-13B	42.04	60.49	59.55	56.6	55.72	54.63
ChatGLM2-6B	41.28	52.85	53.37	52.24	50.58	49.95
Baichuan-7B	32.79	44.43	46.78	44.79	43.11	42.33
ChatGLM-6B	32.22	42.91	44.81	42.6	41.93	40.79
BatGPT-15B	33.72	36.53	38.07	46.94	38.32	38.51
Chinese-LLaMA-13B	26.76	26.57	27.42	28.33	26.73	27.34
MOSS-SFT-16B	25.68	26.35	27.21	27.92	26.7	26.88
Chinese-GLM-10B	25.57	25.01	26.33	25.94	25.81	25.8
Random	25	25	25	25	25	25

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