Large Language Models (LLMs) provide unprecedented opportunities in Natural Language Processing (NLP), enabling both text generation and text analysis tasks such as summarization, classification and recognition of named entities such as locations or substances. Additionally, LLMs play a growing role in science communication, supporting interactive data exploration (e.g., EcoToxFred) and facilitating the science-policy interface by generating context-aware and audience-tailored content.