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A hallucination detection and mitigation framework for faithful text summarization using LLMs

Abstract Recent advancements in large language models (LLMs) have significantly propelled the field of automatic text summarization. Nevertheless, the domain continues to face substantial challenges, particularly the issue of hallucination where summaries contain information not present in the sourc...

Ausführliche Beschreibung

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Bibliografische Detailangaben
Hauptverfasser: Shenling Liu, Yang Gao, ShaSha Li, PanCheng Wang, Ting Wang
Format: Artigo
Sprache:Inglês
Veröffentlicht: Nature Portfolio 2025-12-01
Schriftenreihe:Scientific Reports
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Online-Zugang:https://doi.org/10.1038/s41598-025-31075-1
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