Prompt-embedding Optimization on Parti Prompts (36) benchmark leaderboard · SOTA2 Research

Prompt-embedding Optimization on Parti Prompts (36)

8.32LAION Aesthetic V2 Average Scoresep-CMA-ES

Evaluation Results

Method	Links
sep-CMA-ES2025.11		8.32	0.52	9.16	44.72	0.2141	0.0583	0.3586	-22.91	0.8323	0.0524	0.916	44.72	36
GA Empty2026.04		7.45	0.21	7.95	28.94	0.2562	0.0397	0.3752	-4.12	0.6056	0.0444	0.745	9.73	1
GA Random2026.04		7.39	0.23	7.91	27.88	0.2248	0.0381	0.304	-15.88	0.5654	0.0423	0.6572	2.45	0
GA Mutated2026.04		7.3	0.2	7.87	26.29	0.3266	0.0522	0.4209	22.22	0.684	0.0596	0.7944	23.93	28
sep-CMA-ES2025.11		7.27	0.63	8.48	26.44	0.3696	0.0764	0.5112	33.07	0.7332	0.0668	0.8855	29.7	35
Adam2025.11		7.12	0.73	8.19	23.83	0.2499	0.0542	0.3976	-10.03	0.7121	0.0734	0.8189	23.83	0
Random Search2026.04		6.93	0.37	7.43	19.87	0.1946	0.0343	0.283	-27.18	0.5107	0.0408	0.5947	-7.47	0
Promptist2026.04		6.43	0.69	7.44	11.19	0.2808	0.0409	0.3428	5.09	0.5941	0.0552	0.6743	7.64	7
Adam2025.11		6.16	0.62	7.45	7.18	0.3159	0.0577	0.4582	13.72	0.6241	0.0664	0.7898	10.39	1
SDXL Turbo (no optimization)2026.04		5.78	0.56	6.81	0	0.2672	0.0482	0.3909	0	0.5519	0.0617	0.7311	0	0
SDXL Turbo (no optimization)2025.11		5.75	0.58	6.76	0	0.2778	0.0508	0.4087	0	0.5751	0.0581	0.6762	0	0
SDXL Turbo (no optimization)2025.11		5.75	0.58	6.76	0	0.2778	0.0508	0.4087	0	0.5653	0.0621	0.7426	0	0
SDXL Turbo (no optimization)2025.11		5.75	0.58	6.76	0	0.2778	0.0508	0.4087	0	0.5556	0.1016	0.8173	0	0
Adam2025.11		5.7	0.58	6.6	-0.95	0.3517	0.0756	0.5385	26.62	0.7035	0.1512	1.077	26.62	4
sep-CMA-ES2025.11		5.62	0.61	6.89	-2.25	0.3977	0.068	0.5439	43.17	0.7954	0.1361	1.0879	43.17	32