Stackelberg Alignment beats Sparta by up to 7.4% across 3 model pools, 12 benchmarks

shangbinfeng · x · 2026-10-20

Stackelberg Alignment posts the highest macro-average on all 3 heterogeneous model pools across 12 benchmarks (science, reasoning, code, instruction following, knowledge): 0.563, 0.544, and 0.609 respectively — up to +7.4% over prior best Sparta Alignment and +12–25% over the best inference-time collaboration baseline.

Related event: Stackelberg Alignment Turns Multi-LLM Disagreement into Collaborative Training Signal(5 posts)→

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