Papers with attention-based citation aggregation model
Improving Biomedical Abstractive Summarisation with Knowledge Aggregation from Citation Papers (2023.emnlp-main)
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| Challenge: | Existing language models struggle to generate technical summaries that are on par with those produced by biomedical experts due to the lack of domain-specific background knowledge. |
| Approach: | They propose a attention-based citation aggregation model that integrates domain-specific knowledge from citation papers and a large-scale biomedical summarisation dataset to build on. |
| Outcome: | The proposed model outperforms state-of-the-art approaches and achieves substantial improvements in biomedical abstractive summarisation. |