Papers by Jianbin Shen
Mitigating Intrinsic Named Entity-Related Hallucinations of Abstractive Text Summarization (2023.findings-emnlp)
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| Challenge: | Abstractive text summarization (ATS) is important and challenging, but some hallucinations remain a challenge. |
| Approach: | They propose an adaptive margin ranking loss to facilitate two entity-alignment learning methods to tackle named entity-related hallucinations. |
| Outcome: | The proposed method improves the baseline model on automatic evaluation scores. |