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Measuring the Carbon Intensity of AI in Cloud Instances


Jun 10, 2022
Jesse Dodge , Taylor Prewitt , Remi Tachet Des Combes , Erika Odmark , Roy Schwartz , Emma Strubell , Alexandra Sasha Luccioni , Noah A. Smith , Nicole DeCario , Will Buchanan

* In ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT) 2022 

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Train Flat, Then Compress: Sharpness-Aware Minimization Learns More Compressible Models


May 25, 2022
Clara Na , Sanket Vaibhav Mehta , Emma Strubell

* 12 pages 

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An Empirical Investigation of the Role of Pre-training in Lifelong Learning


Dec 16, 2021
Sanket Vaibhav Mehta , Darshan Patil , Sarath Chandar , Emma Strubell

* 30 pages 

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Improving Compositional Generalization with Self-Training for Data-to-Text Generation


Oct 16, 2021
Sanket Vaibhav Mehta , Jinfeng Rao , Yi Tay , Mihir Kale , Ankur Parikh , Hongtao Zhong , Emma Strubell

* 10 pages 

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WiFiMod: Transformer-based Indoor Human Mobility Modeling using Passive Sensing


Apr 20, 2021
Amee Trivedi , Kate Silverstein , Emma Strubell , Prashant Shenoy

* 18 pages 

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Energy and Policy Considerations for Deep Learning in NLP


Jun 05, 2019
Emma Strubell , Ananya Ganesh , Andrew McCallum

* In the 57th Annual Meeting of the Association for Computational Linguistics (ACL). Florence, Italy. July 2019 

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The Materials Science Procedural Text Corpus: Annotating Materials Synthesis Procedures with Shallow Semantic Structures


May 16, 2019
Sheshera Mysore , Zach Jensen , Edward Kim , Kevin Huang , Haw-Shiuan Chang , Emma Strubell , Jeffrey Flanigan , Andrew McCallum , Elsa Olivetti

* Accepted as a long paper at the Linguistic Annotation Workshop (LAW) at ACL 2019 

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Inorganic Materials Synthesis Planning with Literature-Trained Neural Networks


Dec 31, 2018
Edward Kim , Zach Jensen , Alexander van Grootel , Kevin Huang , Matthew Staib , Sheshera Mysore , Haw-Shiuan Chang , Emma Strubell , Andrew McCallum , Stefanie Jegelka , Elsa Olivetti


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Syntax Helps ELMo Understand Semantics: Is Syntax Still Relevant in a Deep Neural Architecture for SRL?


Nov 12, 2018
Emma Strubell , Andrew McCallum

* In Proceedings of the Workshop on the Relevance of Linguistic Structure in Neural Architectures for NLP, ACL 2018 

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Linguistically-Informed Self-Attention for Semantic Role Labeling


Aug 28, 2018
Emma Strubell , Patrick Verga , Daniel Andor , David Weiss , Andrew McCallum

* In Conference on Empirical Methods in Natural Language Processing (EMNLP). Brussels, Belgium. October 2018 

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