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LLM-as-Judge Response Evaluation on Overton Pluralistic 10 Perspectives

4.787HelpfulnessImplicit OP-GRPO
4.01744.21724.4174.6168Feb 24, 2026

Evaluation results

MethodLinks
Implicit OP-GRPOBackbone=Llama3.2-3B-Instruct, Judge=GPT-4.12026.024.7874.914.9374.7573.8774.6534.725
Implicit OP-GRPOBackbone=Qwen2.5-3B-Instruct, Judge=GPT-4.12026.024.6974.814.9034.6833.8074.584.608
Qwen3-8B (Explicit OP)Judge=GPT-4.12026.024.694.434.8934.373.554.3874.38
Modular Pluralism (Qwen3-14B)Judge=GPT-4.12026.024.6634.7834.944.0833.4974.3934.394
Implicit OP-GRPOBackbone=Qwen2.5-1.5B-Instruct, Judge=GPT-4.12026.024.5674.714.894.53.7334.484.47
Explicit PromptingBackbone=Qwen2.5-3B-Instruct, Judge=GPT-4.12026.024.184.7574.8233.953.424.2264.204
Explicit PromptingBackbone=Qwen2.5-1.5B-Instruct, Judge=GPT-4.12026.024.14.074.6433.8173.1333.9533.863
GPT-OSS-20B (Explicit OP)Judge=GPT-4.12026.024.0894.9123.6534.2014.1814.2074.129
Explicit PromptingBackbone=Llama3.2-3B-Instruct, Judge=GPT-4.12026.024.0474.4874.7833.8173.3334.0934.103