3 papers
physics.optics2026
Information Extraction of Nested Complex Structure of Quantum Cascade Lasers via Large Language Models
Xiao Fang, Ming Lü, Hanwen Liang +4
The rapid advancement of Large Language Models has transformed scientific research workflows, including enabling the automated extraction of data directly from published literature…
cs.AI2025
MSQA: Benchmarking LLMs on Graduate-Level Materials Science Reasoning and Knowledge
Jerry Junyang Cheung, Shiyao Shen, Yuchen Zhuang +3
Despite recent advances in large language models (LLMs) for materials science, there is a lack of benchmarks for evaluating their domain-specific knowledge and complex reasoning ab…
cond-mat.mtrl-sci2024
Accelerating materials discovery for polymer solar cells: Data-driven insights enabled by natural language processing
Pranav Shetty, Aishat Adeboye, Sonakshi Gupta +2
We present a simulation of various active learning strategies for the discovery of polymer solar cell donor/acceptor pairs using data extracted from the literature spanning 2…