Papers with textual non-redundancy
Decision-Focused Summarization (2021.emnlp-main)
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| Challenge: | Existing summarization methods define relevance based on textual information alone without incorporating insights about a particular decision. |
| Approach: | They propose a method that summarizes relevant information for a decision using full text . they then build a model that makes the decision based on the full text while accounting for textual non-redundancy. |
| Outcome: | The proposed method outperforms text-only summarization methods and model-based explanation methods in decision faithfulness and representativeness. |