Perovskite LLM
——HKUST(GZ)
What can we do
Automated Knowledge Graph Construction Feature
Our automated knowledge graph construction feature efficiently extracts entities and relationships from a vast number of scientific publications, organizing them into a unified knowledge graph. The process includes document collection, entity extraction, relationship extraction, and the final integration and visualization of the knowledge graph.
Perovskite Large Language Model
Our novel perovskite LLM is specifically trained on extensive materials science literature to excel at domain-specific question answering and knowledge extraction. Through advanced data processing and intelligent validation mechanisms, this model enhances the precision and depth of responses in the context of perovskite materials.
AI Lab
We are in the process of establishing an AI Lab focused on the automation of material preparation processes. This cutting-edge lab will utilize AI-powered robotic arms to carry out essential tasks such as titration, solution addition, and other complex procedures involved in material synthesis.
Demo
Latest Update
Our paper “Perovskite-LLM: Knowledge-Enhanced Large Language Models for Perovskite Solar Cell Research” has been accepted to Findings of Nature Language Processing Conference EMNLP 2025!
If you are interested in our work, please consider citing it:
@article{liu2025perovskite,
title={Perovskite-LLM: Knowledge-Enhanced Large Language Models for Perovskite Solar Cell Research},
author={Liu, Xiang and Sun, Penglei and Chen, Shuyan and Zhang, Longhan and Dong, Peijie and You, Huajie and Zhang, Yongqi and Yan, Chang and Chu, Xiaowen and Zhang, Tong-yi},
journal={arXiv preprint arXiv:2502.12669},
year={2025}
}