quqxui/Awesome-LLM4IE-Papers
A curated survey of papers applying Large Language Models to generative Information Extraction tasks including NER, relation extraction, and event extraction.

Not currently ranked — collecting fresh signals.
star history
This repository collects academic papers on applying LLMs to information extraction, organized by task (NER, relation extraction, event extraction) and technique (fine-tuning, few-shot, zero-shot, prompting). It accompanies a published survey paper and serves as a resource for researchers studying LLM-based IE systems.
Frequently asked
- What is quqxui/Awesome-LLM4IE-Papers?
- A curated survey of papers applying Large Language Models to generative Information Extraction tasks including NER, relation extraction, and event extraction.
- Is Awesome-LLM4IE-Papers open source?
- Yes — quqxui/Awesome-LLM4IE-Papers is an open-source project tracked on heatdrop.
- How popular is Awesome-LLM4IE-Papers?
- quqxui/Awesome-LLM4IE-Papers has 1.1k stars on GitHub.
- Where can I find Awesome-LLM4IE-Papers?
- quqxui/Awesome-LLM4IE-Papers is on GitHub at https://github.com/quqxui/Awesome-LLM4IE-Papers.