A Survey of NLP-Related Crowdsourcing HITs: what works and what does not

no code implementations • 9 Nov 2021 • Jessica Huynh, Jeffrey Bigham, Maxine Eskenazi

It also has the effect of giving the requester a bad reputation on the workers' forums.

Does Pretraining for Summarization Require Knowledge Transfer?

1 code implementation • Findings (EMNLP) 2021 • Kundan Krishna, Jeffrey Bigham, Zachary C. Lipton

Pretraining techniques leveraging enormous datasets have driven recent advances in text summarization.

Text Summarization Transfer Learning

Challenging common interpretability assumptions in feature attribution explanations

1 code implementation • 4 Dec 2020 • Jonathan Dinu, Jeffrey Bigham, J. Zico Kolter

As machine learning and algorithmic decision making systems are increasingly being leveraged in high-stakes human-in-the-loop settings, there is a pressing need to understand the rationale of their predictions.

Decision Making Interpretable Machine Learning