347 citations · 1k across the 30 of their papers we have counts for
6 papers · 1 filter
A Framework for Deprecating Datasets: Standardizing Documentation, Identification, and Communication
Alexandra Sasha Luccioni, Frances Corry, Hamsini Sridharan +3
Datasets are central to training machine learning (ML) models. The ML community has recently made significant improvements to data stewardship and documentation practices across th…
ClimateGAN: Raising Climate Change Awareness by Generating Images of Floods
Victor Schmidt, Alexandra Sasha Luccioni, Mélisande Teng +8
Climate change is a major threat to humanity, and the actions required to prevent its catastrophic consequences include changes in both policy-making and individual behaviour. Howe…
Ensuring the Inclusive Use of Natural Language Processing in the Global Response to COVID-19
Alexandra Sasha Luccioni, Katherine Hoffmann Pham, Cynthia Sin Nga Lam +2
Natural language processing (NLP) plays a significant role in tools for the COVID-19 pandemic response, from detecting misinformation on social media to helping to provide accurate…
Automated Identification of Climate Risk Disclosures in Annual Corporate Reports
David Friederich, Lynn H. Kaack, Alexandra Luccioni +1
It is important for policymakers to understand which financial policies are effective in increasing climate risk disclosure in corporate reporting. We use machine learning to autom…
What's in the Box? A Preliminary Analysis of Undesirable Content in the Common Crawl Corpus
Alexandra Sasha Luccioni, Joseph D. Viviano
Whereas much of the success of the current generation of neural language models has been driven by increasingly large training corpora, relatively little research has been dedicate…
Geo-Spatiotemporal Features and Shape-Based Prior Knowledge for Fine-grained Imbalanced Data Classification
Charles A. Kantor, Marta Skreta, Brice Rauby +5
Fine-grained classification aims at distinguishing between items with similar global perception and patterns, but that differ by minute details. Our primary challenges come from bo…