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University of Southampton Southampton
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Instruction-Conditioned Exploration boosts LLM performance by 5% on complex reasoning tasks by strategically diversifying training instructions.
Achieving a 32% reduction in PV forecast errors demonstrates that physics-aware stacking can significantly enhance predictions even with limited site data.
Achieving 86.7% accuracy on direct commands, AdaHome outperforms LLM-based systems while slashing latency by up to 3x, all within a local deployment framework.