MaterialsAtlas Synthesis Resource

Chemma: LLMs to Accelerate Organic Chemistry Synthesis

synthesismaterials-synthesisopen-resourcesai-synthesis-planning-autonomous-labs-and-synthesis-datapaperai-synthesis-planningpolymers-soft-materials

Fine-tuned chemistry LLM for synthesis tasks and active learning.

Use for: AI Synthesis Planning, Autonomous Labs, and Synthesis Data. Method focus: AI synthesis planning. Material family: polymers / soft materials. Validation: Match validation to target: phase purity, composition, microstructure, and property measurement.. Safety note: Check SDS, institutional SOPs, equipment limits, and waste rules before use.

Citation: Chemma: LLMs to Accelerate Organic Chemistry Synthesis. Materials synthesis resource. https://arxiv.org/abs/2504.18340

Acknowledgement: Curated by MaterialsAtlas Open Resources from open courses, protocols, official documentation, scholarly papers, datasets, safety references, and synthesis-planning resources.

TypeSynthesis Resource
DomainAI Synthesis Planning, Autonomous Labs, and Synthesis Data
LicensePreprint; see arXiv license
Contributorsarxiv:2504.18340