Multi-Reward Alignment on Parti-Prompts benchmark leaderboard · SOTA2 Research

Multi-Reward Alignment on Parti-Prompts

0.3554CLIP ScoreCLIP

Evaluation Results

Method
CLIP2026.05	0.3554	0.8958	6.277	0.2915	22.7396	1.153	0.7751
Multi-Reward Joint Optimization2026.05	0.3552	0.8974	6.2787	0.2962	22.6926	1.157	0.777
Separate-Cons2026.05	0.3549	0.8967	6.2774	0.2922	22.7343	1.1561	0.7757
ICT2026.05	0.3548	0.8986	6.2781	0.2916	22.7261	1.1487	0.7739
Weighted-Sum2026.05	0.3546	0.8968	6.28	0.2947	22.7274	1.1514	0.776
Multi-Reward Joint Optimization2026.05	0.3545	0.897	6.2839	0.2958	22.6895	1.1464	0.7763
Multi-Reward Joint Optimization2026.05	0.3544	0.8987	6.285	0.2971	22.6835	1.1636	0.7763
Reward Soup2026.05	0.3543	0.8958	6.2931	0.2936	22.7542	1.1562	0.7752
Multi-Reward Joint Optimization2026.05	0.3541	0.8989	6.3043	0.295	22.7049	1.1568	0.7762
Reward Soup2026.05	0.3541	0.8961	6.2759	0.2941	22.7436	1.1493	0.7752
Reward Soup2026.05	0.3539	0.8967	6.3037	0.2951	22.7559	1.1679	0.7752
HP2026.05	0.3538	0.8976	6.2881	0.2809	22.7687	1.1691	0.7776
Reward Soup2026.05	0.3537	0.8965	6.3032	0.2951	22.7549	1.1654	0.7754
PG-OT2026.05	0.3534	0.9004	6.3588	0.2929	22.816	1.1808	0.7783
HPS2026.05	0.3501	0.8987	6.3437	0.2994	22.6896	1.1793	0.7747
SD3.5-Turbo2026.05	0.3372	0.8965	6.2766	0.2856	22.7435	1.1499	0.7754