ResearchBenchmarksStrategic Reasoning on Survival Auction Game (SAG)Strategic Reasoning on Survival Auction Game (SAG)Follow9.1LLM Only ScoreSOM3.4844.9426.47.858May 8, 2026Evaluation resultsMethodMethodLinksLLM Only ScoreChain-of-Thought (CoT) ScoreTree-of-Thoughts (ToT) ScoreK-Reasoning ScoreReflexion ScoreProposed Method ScoreMixed Strategy ScoreAverage ScoreSOM2026.059.18.88.37.98.14.97.47.8K-R2026.058.18.47.85.67.46.16.27.1CoT2026.056.557.85.65.64.95.55.8ToT2026.0565.83.75.16.45.54.65.3LLM only2026.055.745.44.76.84.24.95.1Reflexion2026.053.73.77.26.64.45.85.25.2