Large language models for generative information extraction: A survey

D Xu, W Chen, W Peng, C Zhang, T Xu, X Zhao… - Frontiers of Computer …, 2024 - Springer
Abstract Information Extraction (IE) aims to extract structural knowledge from plain natural
language texts. Recently, generative Large Language Models (LLMs) have demonstrated …

Harnessing Large Language Models for Knowledge Graph Question Answering via Adaptive Multi-Aspect Retrieval-Augmentation

DXX Li, Z Zhang, Z Lin, Z Zhu, Z Zheng, X Wu… - arxiv preprint arxiv …, 2024 - arxiv.org
Large Language Models (LLMs) demonstrate remarkable capabilities, yet struggle with
hallucination and outdated knowledge when tasked with complex knowledge reasoning …

Mitigating Hallucinations of Large Language Models in Medical Information Extraction via Contrastive Decoding

D Xu, Z Zhang, Z Zhu, Z Lin, Q Liu, X Wu, T Xu… - arxiv preprint arxiv …, 2024 - arxiv.org
The impressive capabilities of large language models (LLMs) have attracted extensive
interests of applying LLMs to medical field. However, the complex nature of clinical …