Sotabase

Career

· Co-Founder And CEO, Snorkel AI2019–
· Affiliate Assistant Professor, University of Washington2019–
· Doctor of Philosophy, Stanford University2014–2019
· PhD Student, Stanford University2014–2019
· Co-Founder And CEO, SiftPage2013–2014
· Analyst, 3LP2011–2012
· Physics Group Intern, Konarka Technologies2010–2010

Publications (50)

Snorkel: Rapid Training Data Creation with Weak Supervision
Proceedings of the VLDB Endowment · 2017
1,093
cited
Distilling Step-by-Step! Outperforming Larger Language Models with Less Training Data and Smaller Model Sizes
Annual Meeting of the Association for Computational Linguistics · 2023
763
cited
Data Programming: Creating Large Training Sets, Quickly
Neural Information Processing Systems · 2016
754
cited
DataComp: In search of the next generation of multimodal datasets
Neural Information Processing Systems · 2023
596
cited
Learning to Compose Domain-Specific Transformations for Data Augmentation
Neural Information Processing Systems · 2017
361
cited
Large Language Model as Attributed Training Data Generator: A Tale of Diversity and Bias
Neural Information Processing Systems · 2023
323
cited
Incremental Knowledge Base Construction Using DeepDive
The VLDB journal · 2015
292
cited
Training Complex Models with Multi-Task Weak Supervision
AAAI Conference on Artificial Intelligence · 2018
217
cited
A Kernel Theory of Modern Data Augmentation
International Conference on Machine Learning · 2018
208
cited
Learning the Structure of Generative Models without Labeled Data
International Conference on Machine Learning · 2017
175
cited
DeepDive: Declarative Knowledge Base Construction
SGMD · 2016
153
cited
Snorkel DryBell: A Case Study in Deploying Weak Supervision at Industrial Scale
SIGMOD Conference · 2018
151
cited
WRENCH: A Comprehensive Benchmark for Weak Supervision
NeurIPS Datasets and Benchmarks · 2021
119
cited
A Survey on Programmatic Weak Supervision
arXiv.org · 2022
102
cited
SwellShark: A Generative Model for Biomedical Named Entity Recognition without Labeled Data
arXiv.org · 2017
98
cited
Snorkel: Fast Training Set Generation for Information Extraction
SIGMOD Conference · 2017
95
cited
AMELIE speeds Mendelian diagnosis by matching patient phenotype and genotype to primary literature
Science Translational Medicine · 2020
90
cited
Cross-Modal Data Programming Enables Rapid Medical Machine Learning
Patterns · 2019
78
cited
Learning Dependency Structures for Weak Supervision Models
International Conference on Machine Learning · 2019
68
cited
Snorkel MeTaL: Weak Supervision for Multi-Task Learning
DEEM@SIGMOD · 2018
61
cited
Sotabase
Alex Ratner | Researcher Profile | Sotabase | Sotabase