@inproceedings{wang-etal-2026-survey,
    title = "A Survey of Large Language Models for Text-Guided Molecular Discovery: From Molecule Generation to Optimization",
    author = "Wang, Ziqing  and
      Zhang, Kexin  and
      Zhao, Zihan  and
      Wen, Yibo  and
      Pandey, Abhishek  and
      Liu, Han  and
      Ding, Kaize",
    editor = "Liakata, Maria  and
      Moreira, Viviane P.  and
      Zhang, Jiajun  and
      Jurgens, David",
    booktitle = "Proceedings of the 64th Annual Meeting of the {A}ssociation for {C}omputational {L}inguistics (Volume 1: Long Papers)",
    month = jul,
    year = "2026",
    address = "San Diego, California, United States",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/ingest-acl/2026.acl-long.2026/",
    pages = "43738--43769",
    ISBN = "979-8-89176-390-6"
}