Naomi Saphra
Naomi Saphra has 2 papers in our library, in 2019–2024, most of them on Language models & pretraining; often with Adam Lopez, Benjamin L. Edelman, Eran Malach.
OpenAlex · ORCID · h-index 10 · 45 works · 724 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 470 times in our library · 9 more in our library without a page yet · ⭐ Paper Stars ranking: #7988
Affiliations
Fields, topics and concepts
📚 Shelves 5The field of science this work belongs to (OpenAlex fields).Arts and Humanities · 2 worksComputer Science · 2 worksArtificial Intelligence · 2 worksLanguage and Linguistics · 2 worksComputer Vision and Pattern Recognition · 1 work
🧭 Topics 1Research subjects and languages the work is about.Language models & pretraining · 1 work
Works by year
2020s
2010s
Papers
- Understanding Learning Dynamics Of Language Models with SVCCA (2019 · 107 citations)
Earlier work showed that neural networks implicitly capture linguistic categories, but not how those encodings develop during training. - Transcendence: Generative Models Can Outperform The Experts That Train Them (2024 · 12 citations)
Models trained with cross-entropy learn to mimic the distribution of their training data. This suggests they cannot outperform the humans who produced that data. The authors examine this assumption and define "transcendence" as a generative model earning higher reward than every expert behind its training set.
All works
- State-of-the-art generalisation research in NLP: A taxonomy and review ↗arXiv:2210.03050 · Nat Mach Intell 5, 1161-1174 (2023) · no summary yetDieuwke Hupkes et al.2022 · 120 citations
- Understanding Learning Dynamics Of Language Models with SVCCAConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Naomi Saphra, Adam Lopez2019 · 107 citations
- Understanding Objects in Detail with Fine-Grained Attributes ↗IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · no summary yetAndrea Vedaldi et al.2014 · 92 citations
- The MultiBERTs: BERT Reproductions for Robustness Analysis ↗arXiv:2106.16163 · no summary yetThibault Sellam et al.2021 · 57 citations
- Sudden Drops in the Loss: Syntax Acquisition, Phase Transitions, and Simplicity Bias in MLMs ↗arXiv (Cornell University) · no summary yetAngelica Chen et al.2023 · 49 citations
- Linear Connectivity Reveals Generalization Strategies ↗arXiv (Cornell University) · no summary yetJeevesh Juneja et al.2022 · 32 citations
- First Tragedy, then Parse: History Repeats Itself in the New Era of Large Language Models ↗Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers) · no summary yetNaomi Saphra et al.2024 · 18 citations
- AMRICA: an AMR Inspector for Cross-language Alignments ↗Proceedings of the 2015 Conference of the North American Chapter of the Association for Computational Linguistics: Demonstrations · no summary yetNaomi Saphra, Adam Lopez2015 · 16 citations
- Transcendence: Generative Models Can Outperform The Experts That Train ThemConference on Neural Information Processing Systems (NeurIPS)Edwin Zhang, Vincent Zhu, Naomi Saphra, et al.2024 · 12 citations
- Latent State Models of Training Dynamics ↗arXiv (Cornell University) · no summary yetMichael Y. Hu et al.2023 · 7 citations
- Towards a detailed understanding of objects and scenes in natural images ↗INRIA a CCSD electronic archive server · no summary yetMatthew B. Blaschko et al.2012 · 2 citations
Co-authors here
Venues
- Conference of the North American Chapter of the Association for Computational Linguistics (NAACL): NAACL 2019
- Conference on Neural Information Processing Systems (NeurIPS): NeurIPS 2024
- IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings
- INRIA a CCSD electronic archive server
- Proceedings of the 2015 Conference of the North American Chapter of the Association for Computational Linguistics: Demonstrations
- Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers)
Cited by
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