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Rampi Ramprasad

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Accelerating materials discovery for polymer solar cells: Data-driven insights enabled by natural language processing

Feb 29, 2024
Pranav Shetty, Aishat Adeboye, Sonakshi Gupta, Chao Zhang, Rampi Ramprasad

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A Simple but Effective Approach to Improve Structured Language Model Output for Information Extraction

Feb 20, 2024
Yinghao Li, Rampi Ramprasad, Chao Zhang

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PolyIE: A Dataset of Information Extraction from Polymer Material Scientific Literature

Nov 13, 2023
Jerry Junyang Cheung, Yuchen Zhuang, Yinghao Li, Pranav Shetty, Wantian Zhao, Sanjeev Grampurohit, Rampi Ramprasad, Chao Zhang

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PolyGET: Accelerating Polymer Simulations by Accurate and Generalizable Forcefield with Equivariant Transformer

Sep 01, 2023
Rui Feng, Huan Tran, Aubrey Toland, Binghong Chen, Qi Zhu, Rampi Ramprasad, Chao Zhang

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May the Force be with You: Unified Force-Centric Pre-Training for 3D Molecular Conformations

Aug 24, 2023
Rui Feng, Qi Zhu, Huan Tran, Binghong Chen, Aubrey Toland, Rampi Ramprasad, Chao Zhang

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polyBERT: A chemical language model to enable fully machine-driven ultrafast polymer informatics

Sep 29, 2022
Christopher Kuenneth, Rampi Ramprasad

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A general-purpose material property data extraction pipeline from large polymer corpora using Natural Language Processing

Sep 27, 2022
Pranav Shetty, Arunkumar Chitteth Rajan, Christopher Kuenneth, Sonkakshi Gupta, Lakshmi Prerana Panchumarti, Lauren Holm, Chao Zhang, Rampi Ramprasad

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Bioplastic Design using Multitask Deep Neural Networks

Mar 22, 2022
Christopher Kuenneth, Jessica Lalonde, Babetta L. Marrone, Carl N. Iverson, Rampi Ramprasad, Ghanshyam Pilania

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Copolymer Informatics with Multi-Task Deep Neural Networks

Mar 25, 2021
Christopher Kuenneth, William Schertzer, Rampi Ramprasad

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Concentric Spherical GNN for 3D Representation Learning

Mar 18, 2021
James Fox, Bo Zhao, Sivasankaran Rajamanickam, Rampi Ramprasad, Le Song

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