作者位次 #5/10ACL 2026Findings· Findings of ACL
P roto C ycle: Reflective Tool-Augmented Planning for Text-Guided Protein Design
Yutang Ge · Guojiang Zhao · Sihang Li · Zheng Cheng · Zifeng Zhao · Hanchen Xia · Guolin Ke · Linfeng Zhang · Zhifeng Gao · Yu Guang Wang
摘要
Designing proteins that satisfy natural language functional requirements is a central goal in protein engineering. A straightforward baseline is to fine-tune generic instruction-tuned LLMs as direct text-to-sequence generators, but this is data- and compute-hungry. With limited supervision, LLMs...