Emma Strubell

Assistant Professor

Language Technologies Institute School of Computer Science, Carnegie Mellon University;Department of Materials Science and Engineering, Carnegie Mellon University

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基本信息

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Bio

Her research lies at the intersection of natural language processing and machine learning, with a focus on providing pragmatic solutions to practitioners who wish to gain insights from natural language text via computation- and data-efficient AI. Her work has been recognized with a Madrona AI Impact Award, best paper awards at ACL and EMNLP, and cited in news outlets including the New York Times and Wall Street Journal.

Research Interests

Papers共 76 篇Author StatisticsCo-AuthorSimilar Experts

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Dolma: an Open Corpus of Three Trillion Tokens for Language Model Pretraining Research

Luca Soldaini,Rodney Kinney,Akshita Bhagia,Dustin Schwenk, David Atkinson,Russell Authur,Ben Bogin,Khyathi Chandu, Jennifer Dumas,Yanai Elazar,Valentin Hofmann,Ananya Harsh Jha,Sachin Kumar,Li Lucy,Xinxi Lyu,Nathan Lambert,Ian Magnusson,Jacob Morrison,Niklas Muennighoff,Aakanksha Naik, Crystal Nam,Matthew E. Peters,Abhilasha Ravichander,Kyle Richardson,Zejiang Shen,Emma Strubell,Nishant Subramani,Oyvind Tafjord,Pete Walsh,Luke Zettlemoyer,Noah A. Smith,Hannaneh Hajishirzi,Iz Beltagy,Dirk Groeneveld,Jesse Dodge,Kyle Lo

ACL (1)pp.15725-15788, (2024)

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Challenges in End-to-End Policy Extraction from Climate Action Plans

Nupoor Gandhi, Tom Corringham,Emma Strubell

Proceedings of the 1st Workshop on Natural Language Processing Meets Climate Change (ClimateNLP 2024)pp.156-167, (2024)

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Collage: Decomposable Rapid Prototyping for Information Extraction on Scientific PDFs

Sireesh Gururaja, Yueheng Zhang, Guannan Tang, Tianhao Zhang, Kevin Murphy, Yu-Tsen Yi, Junwon Seo,Anthony Rollett,Emma Strubell

arxiv（2024）

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Source-Aware Training Enables Knowledge Attribution in Language Models

Muhammad Khalifa,David Wadden,Emma Strubell,Honglak Lee,Lu Wang,Iz Beltagy,Hao Peng

arXiv (Cornell University)（2024）

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AboutMe: Using Self-Descriptions in Webpages to Document the Effects of English Pretraining Data Filters

Li Lucy,Suchin Gururangan,Luca Soldaini,Emma Strubell,David Bamman,Lauren F. Klein,Jesse Dodge

CoRR (2024): 7393-7420

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Hardware Scaling Trends and Diminishing Returns in Large-Scale Distributed Training

Jared Fernandez, Luca Wehrstedt, Leonid Shamis,Mostafa Elhoushi, Kalyan Saladi,Yonatan Bisk,Emma Strubell,Jacob Kahn

arxiv（2024）

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OLMo: Accelerating the Science of Language Models

Dirk Groeneveld,Iz Beltagy,Pete Walsh,Akshita Bhagia,Rodney Kinney,Oyvind Tafjord,Ananya Harsh Jha,Hamish Ivison,Ian Magnusson,Yizhong Wang, Shane Arora, David Atkinson,Russell Authur,Khyathi Raghavi Chandu,Arman Cohan, Jennifer Dumas,Yanai Elazar,Yuling Gu,Jack Hessel,Tushar Khot,William Merrill,Jacob Morrison,Niklas Muennighoff,Aakanksha Naik, Crystal Nam,Matthew E. Peters,Valentina Pyatkin,Abhilasha Ravichander,Dustin Schwenk, Saurabh Shah, Will Smith,Emma Strubell,Nishant Subramani,Mitchell Wortsman,Pradeep Dasigi,Nathan Lambert,Kyle Richardson,Luke Zettlemoyer,Jesse Dodge,Kyle Lo,Luca Soldaini,Noah A. Smith,Hannaneh Hajishirzi

arXiv (Cornell University) (2024): 15789-15809

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Power Hungry Processing: Watts Driving the Cost of AI Deployment

Alexandra Sasha Luccioni,Yacine Jernite,Emma Strubell

PROCEEDINGS OF THE 2024 ACM CONFERENCE ON FAIRNESS, ACCOUNTABILITY, AND TRANSPARENCY, ACM FACCT 2024pp.85-99, (2024)

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Light Bulbs Have Energy Ratings - So Why Can't AI Chatbots

Sasha Luccioni, Boris Gamazaychikov,Sara Hooker, Régis Pierrard,Emma Strubell,Yacine Jernite, Carole-Jean Wu

Natureno. 8026 (2024): 736-738

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Carbon Connect: an Ecosystem for Sustainable Computing

Benjamin C. Lee,David Brooks, Arthur van Benthem,Udit Gupta,Gage Hills,Vincent Liu,Benjamin Pierce,Christopher Stewart,Emma Strubell,Gu-Yeon Wei,Adam Wierman,Yuan Yao,Minlan Yu

arXiv (Cornell University) (2024)

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Author Statistics

#Papers: 76

#Citation: 2926

H-Index: 21

G-Index: 54

Sociability: 6

Diversity: 0

Activity: 2

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