This awesome list aggregates resources relevant to extracting structured information from unstructured biomedical text. It covers methods, tools, datasets, and tutorials in the BioNLP/BioIE space, with particular attention to recent advances from language models like BERT and large language models (GPT-4, LLaMA, Gemini). Resources are preferentially open-access and publicly available.