LEAP uses a domain-specialized LLM and Bayesian optimization to prioritize perovskite additives, achieving average PCEs of 20.13% and 20.87% in later screening rounds versus 19.25% control, with a champion of 21.32%.
Efficient perovskite/Cu(In,Ga)Se2 tandem solar cells with a composite intermediate recombination layer.Nature Communications, 17:711, 2026
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LEAP: A closed-loop framework for perovskite precursor additive discovery
LEAP uses a domain-specialized LLM and Bayesian optimization to prioritize perovskite additives, achieving average PCEs of 20.13% and 20.87% in later screening rounds versus 19.25% control, with a champion of 21.32%.