AINeutralarXiv – CS AI · 3h ago6/10
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ProvMind: Provenance-grounded reasoning for materials synthesis
Researchers introduce ProvMind, a framework for optimizing materials synthesis processes using provenance-grounded reasoning. The system combines process retrieval, compatibility scoring, and language models to achieve 52.84% accuracy on complex out-of-distribution benchmarks, outperforming standard AI approaches in materials science workflow optimization.