Search Results for author: Burcu Sayin

Found 3 papers, 0 papers with code

Active Learning from Crowd in Document Screening

no code implementations11 Nov 2020 Evgeny Krivosheev, Burcu Sayin, Alessandro Bozzon, Zoltán Szlávik

In this paper, we explore how to efficiently combine crowdsourcing and machine intelligence for the problem of document screening, where we need to screen documents with a set of machine-learning filters.

Active Learning BIG-bench Machine Learning

The Science of Rejection: A Research Area for Human Computation

no code implementations11 Nov 2021 Burcu Sayin, Jie Yang, Andrea Passerini, Fabio Casati

We motivate why the science of learning to reject model predictions is central to ML, and why human computation has a lead role in this effort.

Rethinking and Recomputing the Value of ML Models

no code implementations30 Sep 2022 Burcu Sayin, Fabio Casati, Andrea Passerini, Jie Yang, Xinyue Chen

In this paper, we argue that the way we have been training and evaluating ML models has largely forgotten the fact that they are applied in an organization or societal context as they provide value to people.

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