Product of Experts
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AbstractWe propose an unsupervised method for sentence summarization using only language modeling. The approach employs two language models, one that is generic (i.e. pretrained), and the other that is specific …...
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AbstractNatural language processing models often exploit spurious correlations between task-independent features and labels in datasets to perform well only within the distributions they are trained on, while not generalising to …...
Guide the Learner: Controlling Product of Experts Debiasing Method Based on Token Attribution Similarities
AbstractSeveral proposals have been put forward in recent years for improving out-of-distribution (OOD) performance through mitigating dataset biases. A popular workaround is to train a robust model by re-weighting training …...