@inproceedings{marina-etal-2025-llm, title = "{LLM}-Independent Adaptive {RAG}: Let the Question Speak for Itself", author = "Marina, Maria and Ivanov, Nikolay and Pletenev, Sergey and Salnikov, Mikhail and Galimzianova, Daria and Krayko, Nikita and Konovalov, Vasily and Panchenko, Alexander and Moskvoretskii, Viktor", editor = "Christodoulopoulos, Christos and Chakraborty, Tanmoy and Rose, Carolyn and Peng, Violet", booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing", month = nov, year = "2025", address = "Suzhou, China", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-emnlp/2025.emnlp-main.439/", pages = "8708--8720", ISBN = "979-8-89176-332-6" }