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 …
AlignXIE: Improving Multilingual Information Extraction by Cross-Lingual Alignment
Empirical evidence suggests that LLMs exhibit spontaneous cross-lingual alignment. Our
findings suggest that although LLMs also demonstrate promising cross-lingual alignment in …
findings suggest that although LLMs also demonstrate promising cross-lingual alignment in …
RUIE: Retrieval-based Unified Information Extraction using Large Language Model
Unified information extraction (UIE) aims to complete all information extraction tasks using a
single model or framework. While previous work has primarily focused on instruction-tuning …
single model or framework. While previous work has primarily focused on instruction-tuning …