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On Attention Redundancy: A Comprehensive Study
AbstractMulti-layer multi-head self-attention mechanism is widely applied in modern neural language models. Attention redundancy has been observed among attention heads but has not been deeply studied in the literature. Using …...
Perturbation Augmentation for Fairer NLP
AbstractUnwanted and often harmful social biases are becoming ever more salient in NLP research, affecting both models and datasets. In this work, we ask whether training on demographically perturbed data …...