LLMs guide iterative high-throughput experiments to construct the Co-Al-Ge ternary phase diagram at 900°C, with a domain-specific LLM and general-purpose LLM showing complementary strengths in phase discovery.
Materials Project https://next-gen.materialsproject.org/ [Accessed: 16- April-2026]
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LLM-guided phase diagram construction through high-throughput experimentation
LLMs guide iterative high-throughput experiments to construct the Co-Al-Ge ternary phase diagram at 900°C, with a domain-specific LLM and general-purpose LLM showing complementary strengths in phase discovery.