@inproceedings{kelber-etal-2026-need, title = "Do We Need Bigger Models for Science? Task-Aware Retrieval with Small Language Models", author = {Kelber, Florian and Jobst, Matthias and Susanti, Yuni and F{\"a}rber, Michael}, editor = "Rehm, Georg and Dietze, Stefan and Dessi, Danilo and Maynard, Diana and Schimmler, Sonja", booktitle = "Proceedings of Natural Scientific Language Processing ({NSLP}) @ {LREC} 2026", month = may, year = "2026", address = "Palma, Mallorca (Spain)", publisher = "ELRA Language Resources Association (ELRA)", url = "https://aclanthology.org/2026.nslp-1.11/", doi = "10.63317/2cuutd9tnnhp", pages = "108--118" }