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Large language models for generative information extraction: A survey
Abstract Information Extraction (IE) aims to extract structural knowledge from plain natural
language texts. Recently, generative Large Language Models (LLMs) have demonstrated …
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
Large Language Models (LLMs) demonstrate remarkable capabilities, yet struggle with
hallucination and outdated knowledge when tasked with complex knowledge reasoning …
hallucination and outdated knowledge when tasked with complex knowledge reasoning …
Mitigating Hallucinations of Large Language Models in Medical Information Extraction via Contrastive Decoding
The impressive capabilities of large language models (LLMs) have attracted extensive
interests of applying LLMs to medical field. However, the complex nature of clinical …
interests of applying LLMs to medical field. However, the complex nature of clinical …