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Related Papers

A little goes a long way: Improving toxic language classification despite data scarcity

Authors: nan

Publication: TIPSTER (2020)

DOI: nan

AbstractDetection of some types of toxic language is hampered by extreme scarcity of labeled training data. Data augmentation – generating new synthetic data from a labeled seed dataset – can …...

32212

Invariant Language Modeling

Authors: nan

Publication: TIPSTER (2022)

DOI: nan

AbstractModern pretrained language models are critical components of NLP pipelines. Yet, they suffer from spurious correlations, poor out-of-domain generalization, and biases. Inspired by recent progress in causal machine learning, in …...

30711