CLIFF: Contrastive Learning for Improving Faithfulness and Factuality in Abstractive Summarization

Research article (Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing, 2021) · cited 130× · AI/ML
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CLIFF: Contrastive Learning for Improving Faithfulness and Factuality in Abstractive Summarization

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CLIFF: Contrastive Learning for Improving Faithfulness and Factuality in Abstractive Summarization is a scholarly article[1].

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APA 4ort.xyz Knowledge Graph. (2026). CLIFF: Contrastive Learning for Improving Faithfulness and Factuality in Abstractive Summarization. Retrieved May 24, 2026, from https://4ort.xyz/entity/cliff-contrastive-learning-for-improving-faithfulness-and-factuality-in-abstractive-summarization
MLA “CLIFF: Contrastive Learning for Improving Faithfulness and Factuality in Abstractive Summarization.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/cliff-contrastive-learning-for-improving-faithfulness-and-factuality-in-abstractive-summarization.
BibTeX @misc{4ortxyz_cliff-contrastive-learning-for-improving-faithfulness-and-factuality-in-abstractive-summarization_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{CLIFF: Contrastive Learning for Improving Faithfulness and Factuality in Abstractive Summarization}}, year = {2026}, url = {https://4ort.xyz/entity/cliff-contrastive-learning-for-improving-faithfulness-and-factuality-in-abstractive-summarization}, note = {Accessed: 2026-05-24}}
LLM prompt According to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): CLIFF: Contrastive Learning for Improving Faithfulness and Factuality in Abstractive Summarization — https://4ort.xyz/entity/cliff-contrastive-learning-for-improving-faithfulness-and-factuality-in-abstractive-summarization (retrieved 2026-05-24)

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