@inproceedings{qin-etal-2026-llm,
    title = "What Are {LLM} Agents Actually Learning on Low-Budget Molecular Optimization Benchmarks?",
    author = "Qin, Jiayu  and
      Luo, Zhengquan  and
      Chen, Changyou  and
      xu, Zhiqiang",
    editor = "Lee, Hung-Yi  and
      Dev, Sunipa  and
      Li, Jessy  and
      Elliott, Desmond",
    booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.emnlp-main.2447/",
    pages = "55505--55516",
    ISBN = "979-8-89176-459-0"
}