Model	Overall		Basic Following								Advanced Following												Designer
			Avg		Attribute		Relation		Reasoning		Avg		Attribute +Relation		Attribute +Reasoning		Relation +Reasoning		Style		Text		Real World
	short	long	short	long	short	long	short	long	short	long	short	long	short	long	short	long	short	long	short	long	short	long	short	long
Diffusion based Models (GPT-4o Evaluation)
FLUX.1 dev	71.17	71.78	83.23	78.65	87.17	83.17	87.39	80.39	75.14	72.39	65.79	68.54	67.07	73.69	73.84	73.34	69.09	71.59	66.67	66.67	43.83	52.83	70.72	71.47
SD XL	54.96	42.13	65.72	53.28	59.33	50.83	77.57	62.57	60.32	46.57	49.73	36.22	47.82	35.57	56.22	45.34	52.59	36.09	73.33	60.00	16.83	0.83	50.92	41.59
SD 3	67.46	66.09	78.32	77.75	83.33	79.83	82.07	78.82	71.07	74.07	61.46	59.56	61.07	64.07	68.84	70.34	50.96	57.84	66.67	76.67	59.83	20.83	63.23	67.34
SD 3.5	71.15	66.96	78.34	79.56	79.50	76.50	80.96	83.21	72.46	78.71	67.67	61.18	66.46	61.89	73.53	74.15	60.03	61.53	73.33	63.33	70.52	42.52	64.43	66.39
SANA Sprint	63.68	58.50	76.58	71.00	75.33	71.33	81.82	72.07	72.57	69.57	57.67	51.80	55.32	54.94	68.46	66.72	62.59	63.46	80.00	60.00	8.83	5.83	66.96	58.01
SANA 1.5	67.15	65.73	79.66	77.08	79.83	77.83	85.57	83.57	73.57	69.82	61.50	60.67	65.32	56.57	69.96	73.09	62.96	65.84	80.00	80.00	17.83	15.83	71.07	68.83
Playground v2	45.64	52.78	59.83	69.58	51.33	66.33	70.57	76.07	57.57	66.32	38.43	44.75	41.57	45.57	48.96	59.97	41.72	53.84	53.33	60.00	0.00	0.83	45.32	46.44
Playground v2.5	47.73	54.82	63.08	68.08	57.83	73.83	71.82	77.32	59.57	53.07	40.73	48.17	39.70	45.82	49.59	64.22	44.22	46.72	60.00	80.00	0.00	4.83	47.19	47.56
PixArt-delta	41.01	48.24	53.83	59.25	46.33	52.83	62.07	71.32	53.07	53.57	34.60	42.77	32.44	37.44	53.59	56.59	36.96	49.46	46.67	73.33	0.00	0.00	38.23	40.10
PixArt-alpha	44.37	50.50	55.50	61.00	52.33	56.33	63.82	74.07	50.32	52.57	38.71	44.90	37.82	41.32	58.84	52.46	40.22	47.09	50.00	76.67	0.00	0.83	45.70	53.16
PixArt-sigma	62.00	58.12	70.66	75.25	69.33	78.83	75.07	77.32	67.57	69.57	57.65	49.50	65.20	56.57	66.96	61.72	66.59	54.59	83.33	70.00	1.83	1.83	62.11	52.41
LUMINA-Next	50.93	52.46	64.58	66.08	56.83	59.33	67.57	71.82	69.32	67.07	44.75	45.63	51.44	43.20	51.09	59.72	44.72	54.46	70.00	66.67	0.00	0.83	47.56	49.05
Hunyuan-DiT	51.38	53.28	69.33	69.00	65.83	69.83	78.07	73.82	64.07	63.32	42.62	45.45	50.20	41.57	59.22	61.84	47.84	51.09	56.67	73.33	0.00	0.83	40.10	44.20
AR based Models (GPT-4o Evaluation)
Llamagen	41.67	38.22	53.00	50.00	48.33	42.33	59.57	60.32	51.07	47.32	35.89	32.61	38.82	31.57	40.84	47.22	49.59	46.22	46.67	33.33	0.00	0.00	39.73	35.62
LightGen	53.22	43.41	66.58	47.91	55.83	47.33	74.82	45.82	69.07	50.57	46.74	41.53	62.44	40.82	61.71	50.47	50.34	45.34	53.33	53.33	0.00	6.83	50.92	50.55
Show-o	59.72	58.86	73.08	75.83	74.83	79.83	78.82	78.32	65.57	69.32	53.67	50.38	60.95	56.82	68.59	68.96	66.46	56.22	63.33	66.67	3.83	2.83	55.02	50.92
Infinity	62.07	62.32	73.08	75.41	74.33	76.83	72.82	77.57	72.07	71.82	56.64	54.98	60.44	55.57	74.22	64.71	60.22	59.71	80.00	73.33	10.83	23.83	54.28	56.89
JanusPro	66.50	65.02	79.33	78.25	79.33	82.33	78.32	73.32	80.32	79.07	59.71	58.82	66.07	56.20	70.46	70.84	67.22	59.97	60.00	70.00	28.83	33.83	65.84	60.25
Closed-Source Models (GPT-4o Evaluation)
DALL-E 3	74.96	70.81	78.72	78.50	79.50	79.83	80.82	78.82	75.82	76.82	73.39	67.27	73.45	67.20	72.01	71.34	63.59	60.72	89.66	86.67	66.83	54.83	72.93	60.99
MidJourney v6	70.78	67.70	76.00	69.08	77.83	69.33	81.32	73.07	68.82	64.82	68.54	67.62	57.82	61.95	69.84	63.96	57.46	60.34	83.33	73.33	75.83	73.83	65.10	68.46
MidJourney v7	68.74	65.69	77.41	76.00	77.58	81.83	82.07	76.82	72.57	69.32	64.66	60.53	67.20	62.70	81.22	71.59	60.72	64.59	83.33	80.00	24.83	20.83	68.83	63.61
FLUX.1 Pro	67.32	69.89	79.08	78.91	78.83	81.33	82.82	83.82	75.57	71.57	61.10	65.37	62.32	65.57	69.84	71.47	65.96	67.72	63.00	63.00	35.83	55.83	71.80	68.80
GPT-4o	89.15	88.29	90.75	89.66	91.33	87.08	84.57	84.57	96.32	97.32	88.55	88.35	87.07	89.44	87.22	83.96	85.59	83.21	90.00	93.33	89.83	86.83	89.73	93.46