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.