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Proposal Selection Cost Evaluation on SNS Proposal Review

11,935Cost Ratio (Human/LLM)LLM-empowered pairwise preference approach
-117.563,011.476,140.59,269.53Dec 11, 2025

Evaluation results

MethodLinks
LLM-empowered pairwise preference approachEvaluation scale=per review, Human evaluation protocol=Individual scoring, LLM evaluation protocol=Pairwise preference2025.1211,935
LLM-empowered pairwise preference approachEvaluation scale=pool-based, Number of proposals (N)=30, Human evaluation protocol=Individual scoring, LLM evaluation protocol=Pairwise preference2025.12823
LLM-empowered pairwise preference approachEvaluation scale=pool-based, Number of proposals (N)=70, Human evaluation protocol=Individual scoring, LLM evaluation protocol=Pairwise preference2025.12346