Papers by Youssef Tamaazousti
Joint Learning of Pre-Trained and Random Units for Domain Adaptation in Part-of-Speech Tagging (N19-1)
Copied to clipboard
| Challenge: | Pre-trained neural networks struggle with learning uncommon target-specific patterns. |
| Approach: | They propose to augment the target-network with normalised, weighted and randomly initialised units that beget a better adaptation while maintaining valuable source knowledge. |
| Outcome: | The proposed method achieves state-of-the-art on 3 commonly used datasets. |