Active Learning with Expected Error Reduction

no code implementations • 17 Nov 2022 • Stephen Mussmann, Julia Reisler, Daniel Tsai, Ehsan Mousavi, Shayne O'Brien, Moises Goldszmidt

In this paper we reformulate EER under the lens of Bayesian active learning and derive a computationally efficient version that can use any Bayesian parameter sampling method (such as arXiv:1506. 02142).

Active Learning

Active Learning Over Multiple Domains in Natural Language Tasks

no code implementations • 1 Feb 2022 • Shayne Longpre, Julia Reisler, Edward Greg Huang, Yi Lu, Andrew Frank, Nikhil Ramesh, Chris DuBois

Studies of active learning traditionally assume the target and source data stem from a single domain.

Active Learning Question Answering +1