AI-Generated Compromises for Coalition Formation: Modeling, Simulation, and a Textual Case Study

arXiv — cs.CLTuesday, December 9, 2025 at 5:00:00 AM
  • A recent study by Elkind et al. introduces a holistic model for coalition formation in AI, focusing on generating compromise proposals among agents with differing preferences. This model addresses the challenge of aligning agent proposals in negotiation scenarios, particularly in collaborative text writing, such as community constitutions.
  • The development of this model is significant as it enhances the ability of AI systems to facilitate consensus-building among diverse stakeholders, potentially improving democratic processes and collaborative efforts in various domains.
  • This research aligns with ongoing discussions in AI regarding the effectiveness and ethical implications of large language models (LLMs) in decision-making contexts, highlighting the need for frameworks that ensure rationality and safety in AI interactions, while also addressing biases and inconsistencies in AI-generated outputs.
— via World Pulse Now AI Editorial System

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