KWBench: New Benchmark Tests LLMs' Unprompted Problem Recognition

Researchers introduced KWBench, a 223-task benchmark to measure if LLMs can recognize the governing game-theoretic problem in professional scenarios without explicit prompts. The best-performing model passed only 27.9% of tasks, highlighting a critical gap between task execution and situational understanding.