Publications

• Preprint2026

  SimuLingua: an open multimodal scientific foundation model for materials discovery

  Flowphys AS · SINTEF · SimuLingua Consortium

  arXiv · aligned with D7.1 (WP7)

  Architecture preview ahead of public D7.1 release (M12).

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• Conference paper2026

  GenAI4EU cluster kick-off: multimodal SciFM for industrial materials validation

  SimuLingua Consortium

  EC cluster session · Brussels

  Presented 15–16 June 2026 with nine consortium partners.

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• Conference paper2027

  Physics-informed surrogates for lead-free electroceramic screening (UC1)

  University of Sheffield · KTH Royal Institute of Technology

  MRS Spring Meeting · abstract

  Linked to WP14 in-silico validation for piezoelectric/dielectric targets.

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• Preprint2027

  Cross-reactive sensor arrays and SciFM for industrial chemical-state monitoring (UC5 + UC6)

  DYCOTEC Materials · Oliveris Tech Incubator

  ChemEng preprint · WP15

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• Report2027

  Materials Science Ontology for FAIR knowledge-graph ingestion (D4.1)

  SimuLingua WP4 · ontology working group

  Zenodo · public deliverable preview

  Full D4.1 publication scheduled M12 after EC approval.

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Full bibliographic records and DOIs will be added as D7.x, D15.x and D17.x outputs are published.