Papers with summarization-based methods
GUM-SAGE: A Novel Dataset and Approach for Graded Entity Salience Prediction (2025.findings-acl)
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| Challenge: | Existing methods for graded entity salience are subjective but lack consistency. |
| Approach: | They propose a method for graded entity salience that combines subjective judgments and summarization-based methods that define saliency as mention-worthiness in a summary. |
| Outcome: | The proposed approach outperforms existing methods and shows stronger correlation with human summaries and alignments. |