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DataPerf: Benchmarks for Data-Centric AI Development


Jul 20, 2022
Mark Mazumder, Colby Banbury, Xiaozhe Yao, Bojan Karlaš, William Gaviria Rojas, Sudnya Diamos, Greg Diamos, Lynn He, Douwe Kiela, David Jurado, David Kanter, Rafael Mosquera, Juan Ciro, Lora Aroyo, Bilge Acun, Sabri Eyuboglu, Amirata Ghorbani, Emmett Goodman, Tariq Kane, Christine R. Kirkpatrick, Tzu-Sheng Kuo, Jonas Mueller, Tristan Thrush, Joaquin Vanschoren, Margaret Warren, Adina Williams, Serena Yeung, Newsha Ardalani, Praveen Paritosh, Ce Zhang, James Zou, Carole-Jean Wu, Cody Coleman, Andrew Ng, Peter Mattson, Vijay Janapa Reddi


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LaMDA: Language Models for Dialog Applications


Feb 10, 2022
Romal Thoppilan, Daniel De Freitas, Jamie Hall, Noam Shazeer, Apoorv Kulshreshtha, Heng-Tze Cheng, Alicia Jin, Taylor Bos, Leslie Baker, Yu Du, YaGuang Li, Hongrae Lee, Huaixiu Steven Zheng, Amin Ghafouri, Marcelo Menegali, Yanping Huang, Maxim Krikun, Dmitry Lepikhin, James Qin, Dehao Chen, Yuanzhong Xu, Zhifeng Chen, Adam Roberts, Maarten Bosma, Vincent Zhao, Yanqi Zhou, Chung-Ching Chang, Igor Krivokon, Will Rusch, Marc Pickett, Pranesh Srinivasan, Laichee Man, Kathleen Meier-Hellstern, Meredith Ringel Morris, Tulsee Doshi, Renelito Delos Santos, Toju Duke, Johnny Soraker, Ben Zevenbergen, Vinodkumar Prabhakaran, Mark Diaz, Ben Hutchinson, Kristen Olson, Alejandra Molina, Erin Hoffman-John, Josh Lee, Lora Aroyo, Ravi Rajakumar, Alena Butryna, Matthew Lamm, Viktoriya Kuzmina, Joe Fenton, Aaron Cohen, Rachel Bernstein, Ray Kurzweil, Blaise Aguera-Arcas, Claire Cui, Marian Croak, Ed Chi, Quoc Le


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Data Excellence for AI: Why Should You Care


Nov 19, 2021
Lora Aroyo, Matthew Lease, Praveen Paritosh, Mike Schaekermann

* ACM Interactions, 29(2) March-April, 2022 
* To appear in ACM Interactions, 29(2) March-April, 2022. 4 pages 

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Cross-replication Reliability -- An Empirical Approach to Interpreting Inter-rater Reliability


Jun 11, 2021
Ka Wong, Praveen Paritosh, Lora Aroyo


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Metrology for AI: From Benchmarks to Instruments


Nov 05, 2019
Chris Welty, Praveen Paritosh, Lora Aroyo


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A Crowdsourced Frame Disambiguation Corpus with Ambiguity


Apr 12, 2019
Anca Dumitrache, Lora Aroyo, Chris Welty

* Accepted to NAACL-HLT2019 

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Crowdsourcing Semantic Label Propagation in Relation Classification


Sep 03, 2018
Anca Dumitrache, Lora Aroyo, Chris Welty

* In publication at the First Workshop on Fact Extraction and Verification (FeVer) at EMNLP 2018 

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Capturing Ambiguity in Crowdsourcing Frame Disambiguation


May 01, 2018
Anca Dumitrache, Lora Aroyo, Chris Welty

* in publication at the sixth AAAI Conference on Human Computation and Crowdsourcing (HCOMP) 2018 

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False Positive and Cross-relation Signals in Distant Supervision Data


Nov 29, 2017
Anca Dumitrache, Lora Aroyo, Chris Welty

* in proceedings of the 6th Workshop on Automated Knowledge Base Construction (AKBC) at NIPS 2017 

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