From Knowledge to Action: Outcomes of the 2025 Large Language Models (LLM) Hackathon for Applications in Materials Science and Chemistry

Summary

Community report cataloguing and categorizing the projects of the 2025 LLM Hackathon for Materials Science and Chemistry into knowledge-synthesis and action/execution applications, and outlining directions toward autonomous, self-driving research workflows.

Keywords

Cite

@article{2026_roy_llm_hackathon_materials_chemistry,
  title = {From Knowledge to Action: Outcomes of the 2025 Large Language Models (LLM) Hackathon for Applications in Materials Science and Chemistry},
  author = {2025 LLM Hackathon for Applications in Materials Science and Chemistry Participants},
  journal = {arXiv:2605.03205 (2026)},
  year = {2026},
  eprint = {2605.03205},
  archivePrefix = {arXiv}
}