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0831 is a solid improvement over Preview.
0831 is a solid improvement over Preview.Lech Mazur: This benchmark tests how well LLMs defend a position through sustained, adversarial, multi-turn opposition across hundreds of topics. Models need broad knowledge, accurate facts under pressure, sharp rebuttals, and arguments that remain coherent and defensible round