Papers with Instructive Dialogue Summarization
Instructive Dialogue Summarization with Query Aggregations (2023.emnlp-main)
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| Challenge: | Conventional dialogue summarization methods generate summaries without considering user’s specific interests. |
| Approach: | They propose a three-step approach to synthesize high-quality query-based summarization triples by training a unified model on three summarizing datasets with multi-purpose instructive triples. |
| Outcome: | The proposed model outperforms state-of-the-art models and even models with larger sizes on four datasets including dialogue summarization and dialogue reading comprehension. |