FORGE: Pre-Training Open Foundation Models for Science

Author:

Yin Junqi1ORCID,Dash Sajal1ORCID,Wang Feiyi1ORCID,Shankar Mallikarjun1ORCID

Affiliation:

1. Oak Ridge National Laboratory (ORNL), Oak Ridge, United States of America

Funder

DOE U.S. Department of Energy

Publisher

ACM

Reference39 articles.

1. Iz Beltagy , Arman Cohan , and Kyle Lo. 2019. SciBERT: Pretrained Contextualized Embeddings for Scientific Text. CoRR abs/1903.10676 ( 2019 ). arXiv:1903.10676 http://arxiv.org/abs/1903.10676 Iz Beltagy, Arman Cohan, and Kyle Lo. 2019. SciBERT: Pretrained Contextualized Embeddings for Scientific Text. CoRR abs/1903.10676 (2019). arXiv:1903.10676 http://arxiv.org/abs/1903.10676

2. Sid Black , Stella Biderman , Eric Hallahan , Quentin Anthony , Leo Gao , Laurence Golding , Horace He , Connor Leahy , Kyle McDonell , Jason Phang , Michael Pieler , USVSN Sai Prashanth , Shivanshu Purohit, Laria Reynolds, Jonathan Tow, Ben Wang, and Samuel Weinbach. 2022 . GPT-NeoX-20B: An Open-Source Autore-gressive Language Model . arXiv:2204.06745 [cs.CL] Sid Black, Stella Biderman, Eric Hallahan, Quentin Anthony, Leo Gao, Laurence Golding, Horace He, Connor Leahy, Kyle McDonell, Jason Phang, Michael Pieler, USVSN Sai Prashanth, Shivanshu Purohit, Laria Reynolds, Jonathan Tow, Ben Wang, and Samuel Weinbach. 2022. GPT-NeoX-20B: An Open-Source Autore-gressive Language Model. arXiv:2204.06745 [cs.CL]

3. Language models for the prediction of SARS-CoV-2 inhibitors

4. Tom Brown , Benjamin Mann , Nick Ryder , Melanie Subbiah , Jared D Kaplan , Prafulla Dhariwal , Arvind Neelakantan , Pranav Shyam , Girish Sastry , Amanda Askell , Sandhini Agarwal , Ariel Herbert-Voss , Gretchen Krueger , Tom Henighan , Rewon Child , Aditya Ramesh , Daniel Ziegler , Jeffrey Wu , Clemens Winter , Chris Hesse , Mark Chen , Eric Sigler , Mateusz Litwin , Scott Gray , Benjamin Chess , Jack Clark , Christopher Berner , Sam McCandlish , Alec Radford , Ilya Sutskever , and Dario Amodei . 2020 . Language Models are Few-Shot Learners. In Advances in Neural Information Processing Systems, H. Larochelle, M. Ranzato, R. Hadsell, M.F. Balcan, and H . Lin (Eds.) , Vol. 33 . Curran Associates, Inc., virtual , 1877--1901. https://proceedings.neurips.cc/paper/2020/file/1457c0d6bfcb4967418bfb8ac142f64a-Paper.pdf Tom Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah, Jared D Kaplan, Prafulla Dhariwal, Arvind Neelakantan, Pranav Shyam, Girish Sastry, Amanda Askell, Sandhini Agarwal, Ariel Herbert-Voss, Gretchen Krueger, Tom Henighan, Rewon Child, Aditya Ramesh, Daniel Ziegler, Jeffrey Wu, Clemens Winter, Chris Hesse, Mark Chen, Eric Sigler, Mateusz Litwin, Scott Gray, Benjamin Chess, Jack Clark, Christopher Berner, Sam McCandlish, Alec Radford, Ilya Sutskever, and Dario Amodei. 2020. Language Models are Few-Shot Learners. In Advances in Neural Information Processing Systems, H. Larochelle, M. Ranzato, R. Hadsell, M.F. Balcan, and H. Lin (Eds.), Vol. 33. Curran Associates, Inc., virtual, 1877--1901. https://proceedings.neurips.cc/paper/2020/file/1457c0d6bfcb4967418bfb8ac142f64a-Paper.pdf

5. Sharan Chetlur , Cliff Woolley , Philippe Vandermersch , Jonathan Cohen , John Tran , Bryan Catanzaro , and Evan Shelhamer . 2014. cuDNN: Efficient Primitives for Deep Learning. CoRR abs/1410.0759 ( 2014 ). arXiv:1410.0759 http://arxiv.org/abs/1410.0759 Sharan Chetlur, Cliff Woolley, Philippe Vandermersch, Jonathan Cohen, John Tran, Bryan Catanzaro, and Evan Shelhamer. 2014. cuDNN: Efficient Primitives for Deep Learning. CoRR abs/1410.0759 (2014). arXiv:1410.0759 http://arxiv.org/abs/1410.0759

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