Papers with aggressive pruning
Higher-Order Coreference Resolution with Coarse-to-Fine Inference (N18-2)
Copied to clipboard
| Challenge: | a new approach to coreference resolution uses a span-ranking architecture as an attention mechanism to iteratively refine span representations. |
| Approach: | They propose a fully-differentiable approximation to higher-order inference for coreference resolution . they propose introducing a coarse-to-fine approach that incorporates a less accurate but more efficient bilinear factor . |
| Outcome: | The proposed model significantly improves accuracy on the English OntoNotes benchmark while being far more computationally efficient. |