Papers with fairness measure
Coverage-based Fairness in Multi-document Summarization (2025.naacl-long)
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| Challenge: | Existing studies quantify summary-level fairness using Proportional Representation, but they ignore corpus-level unfairness. |
| Approach: | They propose a new summary-level fairness measure that considers redundancy in documents . they evaluate the fairness of thirteen different multi-document summarization systems . |
| Outcome: | The proposed measure is based on coverage of documents with different social attribute values and considers redundancy within documents. |