Multi-Test Nation Bias Benchmarking of LLMs with Explicit Unbiased Baselines.

arXiv:2610.41486v1 Announce Type: new Abstract: While prior work has highlighted that systematic nation-level bias in large language models (LLMs) can pose operational risks for international relations (IR) applications, many existing evaluations still lack a