JudgeMoE: Distributional Aggregation for LLM-as-a-Judge

arXiv:2610.07109 · cs.CL · Submitted 2026-10-05 · Read on arXiv

cs.CL

Submitted: 2026-10-05

Updated: 2026-10-05

Terminology

• Aggregation — 1× in this paper · explained in 1 episode
• LLM-as-a-Judge — 1× in this paper · explained in 3 episodes

Sources

• Gemma 3 Technical Report
• Gemma 2: Improving Open Language Models at a Practical Size
• The Llama 3 Herd of Models
• Time To Impeach LLM-as-a-Judge: Programs are the Future of Evaluation
• Grading Scale Impact on LLM-as-a-Judge: Human-LLM Alignment Is Highest on 0-5 Grading Scale
• Ministral 3
• Qwen2.5 Technical Report
• Self-rationalization improves LLM as a fine-grained judge
• Replacing Judges with Juries: Evaluating LLM Generations with a Panel of Diverse Models
• An Empirical Study of LLM-as-a-Judge: How Design Choices Impact Evaluation Reliability
• FairJudge: An Adaptive, Debiased, and Consistent LLM-as-a-Judge
• Uncertainty-Penalized Reinforcement Learning from Human Feedback with Diverse Reward LoRA Ensembles
• Improving Reinforcement Learning from Human Feedback with Efficient Reward Model Ensemble

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