Papers with modelling numerals
Numeracy for Language Models: Evaluating and Improving their Ability to Predict Numbers (P18-1)
Copied to clipboard
| Challenge: | Numeracy is the ability to understand and work with numbers. |
| Approach: | They propose a neural architecture that uses a continuous probability density function to model numerals from an open vocabulary using hierarchical models. |
| Outcome: | The proposed model reduces errors by 18% and 54% on clinical and scientific datasets compared to the second best model for each dataset . |