Empirical study finds diversity collapse in multi-agent LLM ideation arises from structural coupling in interactions, not model limitations.
The plan is to tackle this in three parts: (1) Designing the Selection Mechanism:Our primary approach will be to modify the standard SSM formulation (‘A‘, ‘B‘, ‘C‘ parameters)
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Diversity Collapse in Multi-Agent LLM Systems: Structural Coupling and Collective Failure in Open-Ended Idea Generation
Empirical study finds diversity collapse in multi-agent LLM ideation arises from structural coupling in interactions, not model limitations.