AFD-Instruction Advances Antibody Design With Instructions

Researchers on arXiv (submitted Feb 4, 2026) present AFD-Instruction, the first large-scale instruction dataset pairing antibody sequences with functional annotations for understanding and design. The dataset contains antibody understanding (inferring function from sequences) and antibody design (de novo sequence generation under functional constraints) and shows that instruction-tuning general LLMs improves performance across diverse antibody tasks. This links sequences to textual function descriptions, aiding therapeutic modeling.
Scoring Rationale
Strong dataset novelty and actionable instruction-tuning results, limited by single-source preprint status and domain specificity.
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Sources
- Read Original[2602.04916] AFD-INSTRUCTION: A Comprehensive Antibody Instruction Dataset with Functional Annotations for LLM-Based Understanding and Designarxiv.org

