1 code implementation • 5 Dec 2023 • Hongbin Ye, Honghao Gui, Aijia Zhang, Tong Liu, Wei Hua, Weiqiang Jia
Knowledge graph construction (KGC) is a multifaceted undertaking involving the extraction of entities, relations, and events.
1 code implementation • 13 Sep 2023 • Hongbin Ye, Tong Liu, Aijia Zhang, Wei Hua, Weiqiang Jia
Our contribution are threefold: (1) We provide a detailed and complete taxonomy for hallucinations appearing in text generation tasks; (2) We provide theoretical analyses of hallucinations in LLMs and provide existing detection and improvement methods; (3) We propose several research directions that can be developed in the future.