PoliticsBench: Benchmarking Political Values in Large Language Models with Multi-Turn Roleplay

ArXi:2603.23841v1 Announce Type: new While Large Language Models (LLMs) are increasingly used as primary sources of information, their potential for political bias may impact their objectivity. Existing benchmarks of LLM social bias primarily evaluate gender and racial stereotypes. When political bias is included, it is typically measured at a coarse level, neglecting the specific values that shape sociopolitical leanings.