Select Publications
Preprints
, 2025, AtomWorld: A Benchmark for Evaluating Spatial Reasoning in Large Language Models on Crystalline Materials
, 2025, DrugMCTS: a drug repurposing framework combining multi-agent, RAG and Monte Carlo Tree Search, http://dx.doi.org/10.48550/arxiv.2507.07426
, 2025, Singlet Fission c-Si Solar Cells: Beyond Tetracene, http://dx.doi.org/10.26434/chemrxiv-2025-f5fh8
, 2025, Position: Intelligent Science Laboratory Requires the Integration of Cognitive and Embodied AI, http://dx.doi.org/10.48550/arxiv.2506.19613
, 2024, DARWIN 1.5: Large Language Models as Materials Science Adapted Learners, http://dx.doi.org/10.48550/arxiv.2412.11970
, 2024, ByteScience: Bridging Unstructured Scientific Literature and Structured Data with Auto Fine-tuned Large Language Model in Token Granularity, http://dx.doi.org/10.48550/arxiv.2411.12000
, 2024, From Tokens to Materials: Leveraging Language Models for Scientific Discovery, http://dx.doi.org/10.48550/arxiv.2410.16165
, 2024, SciQAG: A Framework for Auto-Generated Science Question Answering Dataset with Fine-grained Evaluation, http://dx.doi.org/10.48550/arxiv.2405.09939
, 2024, Construction and Application of Materials Knowledge Graph in Multidisciplinary Materials Science via Large Language Model, http://dx.doi.org/10.48550/arxiv.2404.03080
, 2024, Damp-Heat Stability Investigation of Glass-Backsheet Modules Based on Topcon Solar Cells, http://dx.doi.org/10.2139/ssrn.4986461
, 2024, Impact of Oxide Thickness, Emitter Sheet Resistance, and Polysilicon Doping Concentration on the Passivation Quality and Long-Term Stability of Topcon Solar Cells, http://dx.doi.org/10.2139/ssrn.4685631
, 2023, DARWIN Series: Domain Specific Large Language Models for Natural Science, http://dx.doi.org/10.48550/arxiv.2308.13565
, 2023, Large Language Models as Master Key: Unlocking the Secrets of Materials Science with GPT, http://dx.doi.org/10.48550/arxiv.2304.02213
, 2023, Large Language Models as Master Key: Unlocking the Secrets of Materials Science, http://dx.doi.org/10.2139/ssrn.4534137
, 2023, Light-Activated Surface Passivation for More Efficient Silicon Heterojunction Solar Cells: Origin, Physics and Stability, http://dx.doi.org/10.2139/ssrn.4653481
, 2022, Interdisciplinary Discovery of Nanomaterials Based on Convolutional Neural Networks, http://dx.doi.org/10.48550/arxiv.2212.02805
, Assessing the Stability of P+ and N+ Polysilicon Passivating Contacts with Various Capping Layers on P-Type Wafers, http://dx.doi.org/10.2139/ssrn.4289694
, Four Failure Modes in Silicon Heterojunction Glass-Backsheet Modules, http://dx.doi.org/10.2139/ssrn.4293027