1 citations · 1 across the 2 of their papers we have counts for
4 papers
Efficient Sample-Specific Encoder Perturbations
Yassir Fathullah, Mark J. F. Gales
Encoder-decoder foundation models have displayed state-of-the-art performance on a range of autoregressive sequence tasks. This paper proposes a simple and lightweight modification…
Self-Distribution Distillation: Efficient Uncertainty Estimation
Yassir Fathullah, Mark J. F. Gales
Deep learning is increasingly being applied in safety-critical domains. For these scenarios it is important to know the level of uncertainty in a model's prediction to ensure appro…
Ensemble Distillation Approaches for Grammatical Error Correction
Yassir Fathullah, Mark Gales, Andrey Malinin
Ensemble approaches are commonly used techniques to improving a system by combining multiple model predictions. Additionally these schemes allow the uncertainty, as well as the sou…
Improved Large-margin Softmax Loss for Speaker Diarisation
Yassir Fathullah, Chao Zhang, Philip C. Woodland
Speaker diarisation systems nowadays use embeddings generated from speech segments in a bottleneck layer, which are needed to be discriminative for unseen speakers. It is well-know…