mlsanityData to 7 Oct 2026

ChatMOF: An Autonomous AI System for Predicting and Generating Metal-Organic Frameworks

arXiv 2308.01423 ↗First posted 1 Aug 2023cs.CL cs.AI cs.LGcited by 17

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Abstract (arXiv)

ChatMOF is an autonomous Artificial Intelligence (AI) system that is built to predict and generate metal-organic frameworks (MOFs). By leveraging a large-scale language model (GPT-4 and GPT-3.5-turbo), ChatMOF extracts key details from textual inputs and delivers appropriate responses, thus eliminating the necessity for rigid structured queries. The system is comprised of three core components (i.e. an agent, a toolkit, and an evaluator) and it forms a robust pipeline that manages a variety of tasks, including data retrieval, property prediction, and structure generations. The study further explores the merits and constraints of using large language models (LLMs) AI system in material sciences using and showcases its transformative potential for future advancements.

Key facts. Cited by 17 papers in the map (data through 7 Oct 2026). Builds on 19 of its 72 references that are in the map. First posted on arXiv 1 Aug 2023.

Builds on

19 of 72 references.

References · 19

  1. 2017Attention Is All You Needcited by 59,932
  2. 2020Language Models are Few-Shot Learnerscited by 32,199
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7 more
  1. 2020Aligning AI With Shared Human Valuescited by 706
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Cited by year (2026 to 7 Oct)

Citing papers per year: 2023: 7; 2024: 3; 2025: 6; 2026: 1.

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  1. 2023A Survey on Large Language Model based Autonomous Agentscited by 2,203
  2. 2023The Rise and Potential of Large Language Model Based Agents: A Surveycited by 1,422
  3. 2023The Impact of Large Language Models on Scientific Discovery: a Preliminary Study using GPT-4cited by 112
  4. 2024A Review of Large Language Models and Autonomous Agents in Chemistrycited by 96
  5. 2025Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directionscited by 74
  6. 2025From AI for Science to Agentic Science: A Survey on Autonomous Scientific Discoverycited by 74
  7. 2023Igniting Language Intelligence: The Hitchhiker's Guide From Chain-of-Thought Reasoning to Language Agentscited by 72
  8. 2024Computational Experiments Meet Large Language Model Based Agents: A Survey and Perspectivecited by 11
  9. 2025Toward Greater Autonomy in Materials Discovery Agents: Unifying Planning, Physics, and Scientistscited by 10
  10. 2025JoyAgent-JDGenie: Technical Report on the GAIAcited by 7
  11. 2023Image and Data Mining in Reticular Chemistry Using GPT-4Vcited by 6
  12. 2026Autonomous Research Agents: A Survey of AI Scientists and the Verification Gapcited by 6
5 more
  1. 2023GPT vs Human for Scientific Reviews: A Dual Source Review on Applications of ChatGPT in Sciencecited by 5
  2. 2025MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models?cited by 4
  3. 2025Chain-of-Trigger: An Agentic Backdoor that Paradoxically Enhances Agentic Robustnesscited by 4
  4. 2023Leveraging Large Language Model for Automatic Evolving of Industrial Data-Centric R&D Cyclecited by 0
  5. 2024MaTableGPT: GPT-based Table Data Extractor from Materials Science Literaturecited by 0