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LLM-as-Judge Response Evaluation on Overton Pluralistic 5 Perspectives

4.723HelpfulnessImplicit OP-GRPO
3.783884.027694.27154.51531Feb 24, 2026

Evaluation results

MethodLinks
Implicit OP-GRPOBackbone=Llama3.2-3B-Instruct, Judge=GPT-4.12026.024.7234.9174.834.7734.744.7974.725
Implicit OP-GRPOBackbone=Qwen2.5-3B-Instruct, Judge=GPT-4.12026.024.6934.774.934.833.9574.6364.608
Qwen3-8B (Explicit OP)Judge=GPT-4.12026.024.6074.3374.834.4673.624.3724.38
Modular Pluralism (Qwen3-14B)Judge=GPT-4.12026.024.584.624.894.3133.5674.3944.394
Implicit OP-GRPOBackbone=Qwen2.5-1.5B-Instruct, Judge=GPT-4.12026.024.484.6474.8734.523.784.464.47
GPT-OSS-20B (Explicit OP)Judge=GPT-4.12026.024.1233.884.9153.2474.0894.0514.129
Explicit PromptingBackbone=Qwen2.5-3B-Instruct, Judge=GPT-4.12026.023.9134.594.7934.2833.3334.1834.204
Explicit PromptingBackbone=Llama3.2-3B-Instruct, Judge=GPT-4.12026.023.874.374.6734.213.4434.1134.103
Explicit PromptingBackbone=Qwen2.5-1.5B-Instruct, Judge=GPT-4.12026.023.823.814.433.8552.9453.7723.863