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Prompt Optimization Evaluation on HelpSteer2

0.5072Helpfulness

MA-SAPO

Updated 17d ago

Evaluation Results

Method	Links
MA-SAPO 2025.10		0.5072	0.6038	0.8527	0.5244	0.757	0.649
RAG (sparse, k=10) 2025.10		0.4903	0.5745	0.8642	0.4161	0.6567	0.6003
MARS 2025.10		0.4791	0.5569	0.8268	0.4095	0.6234	0.5791
Role Assignment 2025.10		0.44	0.5175	0.8221	0.4025	0.5992	0.5563
MARS 2025.10		0.4296	0.5019	0.7994	0.3957	0.6181	0.5482
MAD 2025.10		0.4167	0.5049	0.8067	0.4084	0.6708	0.5615
MA-SAPO 2025.10		0.4005	0.4754	0.8294	0.4833	0.8441	0.6065
RAG (sparse, k=10) 2025.10		0.399	0.4711	0.7989	0.3722	0.5814	0.5245
MAD 2025.10		0.3971	0.4532	0.7898	0.3998	0.6439	0.5368
Direct Generation 2025.10		0.3616	0.47	0.7723	0.328	0.4913	0.4846
Chain-of-Thought (CoT) 2025.10		0.2981	0.3958	0.7169	0.2888	0.4709	0.4341
Direct Generation 2025.10		0.2616	0.3636	0.7078	0.2942	0.4421	0.4139
Role Assignment 2025.10		0.2555	0.3303	0.705	0.3267	0.4441	0.4123
Chain-of-Thought (CoT) 2025.10		0.16	0.2545	0.6291	0.2421	0.3812	0.3334