Formalizes multi-agent LLM attribution as a cooperative game and reports up to 17% performance gains and 35% cost reductions via targeted model replacement on low-contribution agents.
Medethicsqa: A comprehensive question answering benchmark for medical ethics evaluation of llms
2 Pith papers cite this work. Polarity classification is still indexing.
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PrinciplismQA is an expert-validated clinical ethics benchmark showing that medical LLMs often fail to surface principlist conflicts even when they know the clinical facts.
citing papers explorer
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Agents that Matter: Optimizing Multi-Agent LLMs via Removal-Based Attribution
Formalizes multi-agent LLM attribution as a cooperative game and reports up to 17% performance gains and 35% cost reductions via targeted model replacement on low-contribution agents.
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PrinciplismQA: A Philosophy-Grounded Approach to Assessing LLM-Human Clinical Medical Ethics Alignment
PrinciplismQA is an expert-validated clinical ethics benchmark showing that medical LLMs often fail to surface principlist conflicts even when they know the clinical facts.