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High agreement among LLM judges masks a troubling insensitivity to meaningful changes in the constructs they evaluate, with sensitivity scores averaging only 31.9%.
Query-conditioned access can boost episodic retrieval accuracy to 94% under strict token budgets, outpacing traditional sampling methods by a wide margin.
