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Helmholtz Institute for Polymers in Energy Applications Jena, Center for Energy and Environmental Chemistry Jena, Friedrich Schiller University Jena
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Zero-shot cross-modal retrieval is possible when integrating diverse materials data into a shared embedding space, revealing deeper insights into their physical properties.
LLM-based scientific agents may execute workflows, but they consistently fail to exhibit the core epistemic patterns of scientific reasoning, even when primed with successful examples.