Papers with transformer-based method
Semantic Role Labelling for Dutch Law Texts (2022.lrec-1)
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| Challenge: | Existing methods to extract formalised representations of legal texts are labor-intensive . a Flint language is a knowledge representation language that allows us to express meaning of sources of norms . |
| Approach: | They propose a method to extract structured representations in the Flint language from natural language. |
| Outcome: | The proposed method outperforms the rule-based method on the Dutch Aliens Act. |
FORTAP: Using Formulas for Numerical-Reasoning-Aware Table Pretraining (2022.acl-long)
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| Challenge: | Tables store rich numerical data, but numerical reasoning over tables is still a challenge. |
| Approach: | They propose a spreadsheet formula is a valuable supervision for numerical reasoning in tables. |
| Outcome: | The proposed method outperforms state-of-the-art methods on three representative datasets of formula prediction, question answering, and cell type classification. |