Papers with U.S. Supreme Court opinions
Coupling Local Context and Global Semantic Prototypes via a Hierarchical Architecture for Rhetorical Roles Labeling (2026.eacl-long)
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Anas Belfathi, Nicolas Hernandez, Monceaux Laura, Warren Bonnard, Mary Catherine Lavissière, Christine Jacquin, Richard Dufour
| Challenge: | Hierarchical models capture local dependencies but lack global, corpus-level representations. |
| Approach: | They propose two prototype-based methods that integrate local context with global representations to address this limitation. |
| Outcome: | The proposed methods integrate local context with global representations. |
CuRIAM: Corpus Re Interpretation and Metalanguage in U.S. Supreme Court Opinions (2024.lrec-main)
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| Challenge: | judicial opinions use language to comment on or draw attention to other language . a recent case involving a federal anti-discrimination law requires that justices determine the meaning of just one word or phrase in a specific context. |
| Approach: | They identify 9 categories prominent in metalinguistic discussions, including key terms, definitions, and different kinds of sources. |
| Outcome: | The results show that the annotated concepts are well-defined and frequent, and that they differ between majority, concurring, and dissenting opinions. |