Generative Retrieval-Augmented Ontologic Graph and Multiagent Strategies for Interpretive Large Language Model-Based Materials Design

Author:

Buehler Markus J.1234ORCID

Affiliation:

1. Laboratory for Atomistic and Molecular Mechanics (LAMM), Massachusetts Institute of Technology, 77 Massachusetts Ave., Cambridge, Massachusetts 02139, United States

2. Department of Civil and Environmental Engineering, Massachusetts Institute of Technology, 77 Massachusetts Ave., Cambridge, Massachusetts 02139, United States

3. Department of Mechanical Engineering, Massachusetts Institute of Technology, 77 Massachusetts Ave., Cambridge, Massachusetts 02139, United States

4. Center for Computational Science and Engineering, Schwarzman College of Computing, Massachusetts Institute of Technology, 77 Massachusetts Ave., Cambridge, Massachusetts 02139, United States

Funder

Army Research Office

Massachusetts Institute of Technology

Office of Naval Research

MIT-IBM Watson AI Lab

National Institutes of Health

U.S. Department of Agriculture

Publisher

American Chemical Society (ACS)

Subject

General Earth and Planetary Sciences,General Environmental Science

Reference108 articles.

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2. Brown, T. B.; Mann, B.; Ryder, N.; Subbiah, M.; Kaplan, J.; Dhariwal, P.; Neelakantan, A.; Shyam, P.; Sastry, G.; Askell, A.; Agarwal, S.; A., Herbert-Voss; Krueger, G.; Henighan, T.; Child, R.; Ramesh, A.; Ziegler, D. M.; Wu, J.; Winter, C.; Hesse, C.; Chen, M.; Sigler, E.; Litwin, M.; Gray, S.; Chess, B.; Clark, J.; Berner, C.; McCandlish, S.; Radford, A.; Sutskever, I.; Amodei, D. Language Models are Few-Shot Learners, Advances in Neural Information Processing Systems, 2020-December (2020). arXiv:2005.14165v4. arXiv.org e-Print archive. https://arxiv.org/abs/2005.14165v4 (accessed June 26, 2023).

3. Chowdhery, A.; Narang, S.; Devlin, J.; Bosma, M.; Mishra, G.; Roberts, A.; Barham, P.; Chung, H. W.; Sutton, C.; Gehrmann, S.; Schuh, P.; Shi, K.; Tsvyashchenko, S.; Maynez, J.; Rao, A.; Barnes, P.; Tay, Y.; Shazeer, N.; Prabhakaran, V.; Reif, E.; Du, N.; Hutchinson, B.; Pope, R.; Bradbury, J.; Austin, J.; Isard, M.; G., Gur-Ari; Yin, P.; Duke, T.; Levskaya, A.; Ghemawat, S.; Dev, S.; Michalewski, H.; Garcia, X.; Misra, V.; Robinson, K.; Fedus, L.; Zhou, D.; Ippolito, D.; Luan, D.; Lim, H.; Zoph, B.; Spiridonov, A.; Sepassi, R.; Dohan, D.; Agrawal, S.; Omernick, M.; Dai, A. M.; Pillai, T. S.; Pellat, M.; Lewkowycz, A.; Moreira, E.; Child, R.; Polozov, O.; Lee, K.; Zhou, Z.; Wang, X.; Saeta, B.; Diaz, M.; Firat, O.; Catasta, M.; Wei, J.; K., Meier-Hellstern; Eck, D.; Dean, J.; Petrov, S.; Fiedel, N. PaLM: Scaling Language Modeling with Pathways, (2022). arXiv:2204.02311. arXiv.org e-Print archive. http://arxiv.org/abs/2204.02311 (accessed September 23, 2023).

4. Taylor, R.; Kardas, M.; Cucurull, G.; Scialom, T.; Hartshorn, A.; Saravia, E.; Poulton, A.; Kerkez, V.; Stojnic, R. Galactica: A Large Language Model for Science, (2022). arXiv:2211.09085. arXiv.org e-Print archive. http://arxiv.org/abs/2211.09085 (accessed September 23, 2023).

5. Ge, Y.; Hua, W.; Mei, K.; Ji, J.; Tan, J.; Xu, S.; Li, Z.; Zhang, Y. OpenAGI: When LLM Meets Domain Experts, (2023). arXiv:2304.04370. arXiv.org e-Print archive. http://arxiv.org/abs/2304.04370 (accessed September 23, 2023).

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