most citedBenchmarking Large Language Models for Polymer Property Predictions

13 citations · 14 across the 4 of their papers we have counts for

collaborators

5 papers

cond-mat.soft2026

A roadmap for polymer informatics super-intelligence

Akhlak Mahmood, Janhavi Nistane, Huan Tran +2

Polymer informatics has matured from isolated property-prediction studies into an integrated discipline that couples data, models, and decision-making across the polymer design cyc…

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…

cond-mat.soft2026

Accelerated design of proton exchange membranes for green hydrogen production with artificial intelligence

Huan Tran, Akhlak Mahmood, Harshal Chaudhari +5

Water electrolysis is an eco-friendly method for hydrogen production that has reached significant levels of technological maturity. Among commercialized water-electrolysis technolo…

cond-mat.soft2025★ 1 cited

AI-Driven Design of poly(ethylene terephthalate)-replacement copolymers

Chiho Kim, Wei Xiong, Akhlak Mahmood +2

Poly(ethylene terephthalate) (PET), a widely used thermoplastic in packaging, textiles, and engineering applications, is valued for its strength, clarity, and chemical resistance.…

cs.CE2025★ 13 cited

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…