Snorkel: Fast Training Set Generation for Information Extraction

By Alexander J. Ratner, Stephen H. Bach, Henry R. Ehrenberg, Christopher R'e. 2017

95 citations recorded by the source corpus.

Subfields: Artificial Intelligence, Management Science and Operations Research

How researchers see this paper

The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.

In Artificial Intelligence

1. Yuji Roh
2. Steven Euijong Whang
3. Geon Heo
4. Michael Kaminsky
5. Subramanya R. Dulloor
6. D. Andersen
7. Giulio Zhou
8. Oncel Tuzel

In Management Science and Operations Research

1. Geon Heo
2. Yuji Roh
3. Steven Euijong Whang
4. Peter Christen

Citations in the corpus

• A Survey on Data Collection for Machine Learning: A Big Data - AI Integration Perspective (2018, background): “Snorkel [127], [155] is the most recent system for data programming.”
• EDF: Ensemble, Distill, and Fuse for Easy Video Labeling (2018, background): “Snorkel [19] addresses the related problem of automating label generation for weakly supervised learning by combining many weak user-defined heuristics using a probabilistic model.”