3 papers
cs.CE2026
Retrieval Augmented Generation of Literature-derived Polymer Knowledge: The Example of a Biodegradable Polymer Expert System
Sonakshi Gupta, Akhlak Mahmood, Wei Xiong +1
Polymer literature contains a large and growing body of experimental knowledge, yet much of it is buried in unstructured text and inconsistent terminology, making systematic retrie…
cs.CE2025
Benchmarking Large Language Models for Polymer Property Predictions
Sonakshi Gupta, Akhlak Mahmood, Shivank Shukla +1
Machine learning has revolutionized polymer science by enabling rapid property prediction and generative design. Large language models (LLMs) offer further opportunities in polymer…
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…