Model Sketching: Centering Concepts in Early-Stage Machine Learning Model Design

Author:

Lam Michelle S.1ORCID,Ma Zixian2ORCID,Li Anne2ORCID,Freitas Izequiel2ORCID,Wang Dakuo3ORCID,Landay James A.1ORCID,Bernstein Michael S.1ORCID

Affiliation:

1. Computer Science, Stanford University, United States

2. Stanford University, United States

3. Northeastern University, United States

Publisher

ACM

Reference74 articles.

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2. Apple. 2022. Create ML. https://developer.apple.com/machine-learning/create-ml/ Apple. 2022. Create ML. https://developer.apple.com/machine-learning/create-ml/

3. Phil Aquilina. 2022. Building Better Moderator Tools. https://www.reddit.com/r/RedditEng/comments/uly8s4/building_better_moderator_tools/ Phil Aquilina. 2022. Building Better Moderator Tools. https://www.reddit.com/r/RedditEng/comments/uly8s4/building_better_moderator_tools/

4. FeatureInsight: Visual support for error-driven feature ideation in text classification

5. 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 ., 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., 1877–1901. https://proceedings.neurips.cc/paper/2020/file/1457c0d6bfcb4967418bfb8ac142f64a-Paper.pdf

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