Frontier LLMs in simulated Greenland sovereignty games escalate more under coercion framing, differ by origin when playing the US role, and achieve peaceful US acquisition in only 1.9% of clean games.
Llms as strategic actors: Behavioral alignment, risk calibration, and argumentation framing in geopolitical simulations
2 Pith papers cite this work. Polarity classification is still indexing.
years
2026 2verdicts
UNVERDICTED 2representative citing papers
ReflectiChain uses latent trajectory rehearsal and retrospective agentic RL inside an LLM world model to raise average step rewards by 250% and restore supply-chain operability from 13.3% to 88.5% on the Semi-Sim benchmark under extreme shocks.
citing papers explorer
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Strategic Coercion Within Alliances: The Greenland Sovereignty Game as an AI Stress Test
Frontier LLMs in simulated Greenland sovereignty games escalate more under coercion framing, differ by origin when playing the US role, and achieve peaceful US acquisition in only 1.9% of clean games.
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From Topology to Trajectory: LLM-Driven World Models For Supply Chain Resilience
ReflectiChain uses latent trajectory rehearsal and retrospective agentic RL inside an LLM world model to raise average step rewards by 250% and restore supply-chain operability from 13.3% to 88.5% on the Semi-Sim benchmark under extreme shocks.