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cs.CL 1

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2026 1

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CONDITIONAL 1

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On Cost-Effective LLM-as-a-Judge Improvement Techniques

cs.CL · 2026-04-15 · conditional · novelty 5.0

Ensemble scoring plus task-specific criteria injection raises LLM judge accuracy to 85.8 percent on RewardBench 2, a 13.5-point gain over baseline, with small models gaining the most.

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  • On Cost-Effective LLM-as-a-Judge Improvement Techniques cs.CL · 2026-04-15 · conditional · none · ref 2

    Ensemble scoring plus task-specific criteria injection raises LLM judge accuracy to 85.8 percent on RewardBench 2, a 13.5-point gain over baseline, with small models gaining the most.