What do a Million News Articles Look like?

By David P. A. Corney, M. Albakour, Miguel Martinez-Alvarez, Samir Moussa. 2016

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Snorkel: Rapid Training Data Creation with Weak Supervision (2017, methodology): “modality (images, text), and approach the predictive performance of large hand-labeled training datasets. Task Snorkel (Disc.) Hand Supervision Radiology (AUC) 72.0 76.2 Crowd (Acc) 65.6 68.8 dataset [10]. We used all pairs of person mentions (tagged with SpaCy’s NER module11) co-occuring in the sam”
Training Classifiers with Natural Language Explanations (2018, methodology): “Sentences were pulled from the Signal Media dataset of news articles (Corney et al., 2016).”
Snorkel: rapid training data creation with weak supervision (2019, background): “Spouses: Our fourth task is to identify mentions of spouse relationships in a set of news articles from the Signal Media dataset [10].”
Slice-based Learning: A Programming Model for Residual Learning in Critical Data Slices (2019, methodology): “9 on Spouses and F1= 56 .”