Decision models type RAG source conflicts cheaper than Gemini
Eleven decision models hit 50.0–67.0% on CONFLICTS, and 10 matched or beat Gemini 2.5 Flash at 4–39x lower billed cost.
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Stories tagged #knowledge-conflict
Accurate but Not Humble: Evaluating Epistemic Humility in LLM Agents under Knowledge Conflict
High-accuracy LLM agents often detect knowledge conflicts but fail to communicate unresolved uncertainty.