Snorkel DryBell: A Case Study in Deploying Weak Supervision at Industrial Scale
Summary: Industrial-scale weak supervision via Snorkel DryBell uses organizational knowledge as labeling signals. Template-based ingestion, cross-feature serving, and sampling-free execution scale to millions of points, yielding near hand-labeled accuracy with ~52% uplift. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Stephen H. Bach
- 2. Daniel Rodriguez
- 3. Yintao Liu
- 4. Chong Luo
- 5. Haidong Shao
- 6. Cassandra Xia
- 7. Souvik Sen
- 8. Alex Ratner
- 9. Braden Hancock
- 10. Houman Alborzi
- 11. Rahul Kuchhal
- 12. Chris Ré
- 13. Rob Malkin
Incoming Citations (Sorted by Pagerank)
Showing 9 of 9 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,940 | SliceLine: Fast, Linear-Algebra-based Slice Finding for ML Model Debugging | 2021 | SIGMOD | 0.00010020173 |
| 2,958 | The Role of Massively Multi-Task and Weak Supervision in Software 2.0 | 2019 | CIDR | 7.8173975e-05 |
| 4,196 | Overton: A Data System for Monitoring and Improving Machine-Learned Products | 2020 | CIDR | 6.3686231e-05 |
| 6,955 | Inspector Gadget: A Data Programming-based Labeling System for Industrial Images | 2021 | VLDB | 4.8864297e-05 |
| 7,796 | CHEF: A Cheap and Fast Pipeline for Iteratively Cleaning Label Uncertainties | 2021 | VLDB | 4.6482625e-05 |
| 8,292 | Nemo: Guiding and Contextualizing Weak Supervision for Interactive Data Programming | 2022 | VLDB | 4.5435639e-05 |
| 10,533 | WeShap: Weak Supervision Source Evaluation with Shapley Values | 2025 | VLDB | 4.1945683e-05 |
| 11,230 | VersaMatch: Ontology Matching with Weak Supervision | 2023 | VLDB | 4.1945683e-05 |
| 11,629 | Leveraging Organizational Resources to Adapt Models to New Data Modalities | 2020 | VLDB | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 6 of 6 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 192 | HoloClean: Holistic Data Repairs with Probabilistic Inference | 2017 | VLDB | 0.00035728858 |
| 254 | Snorkel: Rapid Training Data Creation with Weak Supervision | 2018 | VLDB | 0.00030540555 |
| 371 | A Bayesian Approach to Discovering Truth from Conflicting Sources for Data Integration | 2012 | VLDB | 0.00025389696 |
| 398 | Big Data Integration | 2013 | VLDB | 0.00024372588 |
| 3,897 | SLiMFast: Guaranteed Results for Data Fusion and Source Reliability | 2017 | SIGMOD | 6.6554845e-05 |
| 4,106 | Extracting Databases from Dark Data with DeepDive | 2016 | SIGMOD | 6.4456184e-05 |
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