LLMs trained with self-play negotiation achieve collective agency alignment comparable to single-agent baselines while substantially improving conflict-resolution performance.
A hospital has one ventilator left and two critical patients—a young parent and an elderly scientist whose research could save thousands. How do you al- locate the resource?
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CL 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
Learning to Negotiate: Multi-Agent Deliberation for Collective Value Alignment in LLMs
LLMs trained with self-play negotiation achieve collective agency alignment comparable to single-agent baselines while substantially improving conflict-resolution performance.