@article{zhang-etal-2026-supervised, title = "Supervised Contrastive Fine-Tuning for Active Few-Shot Learning", author = "Zhang, Zirui and Ge, Lei and Qiao, Shengyu", editor = "Piperidis, Stelios and Bel, N{\'u}ria and van den Heuvel, Henk and Ide, Nancy and Krek, Simon and Toral, Antonio", journal = "International Conference on Language Resources and Evaluation", volume = "main", month = may, year = "2026", address = "Palma de Mallorca, Spain", publisher = "ELRA Language Resource Association", url = "https://preview.aclanthology.org/ingest-lrec/2026.lrec-main.814/", pages = "10365--10375" }