The Signal in the Noise: An Auditable Reliability Layer for Biomedical Text Classification
噪声中的信号：面向生物医学文本分类的可审计可靠性层
专题命中 神经信号处理 ：neural signal(abstract)；分类 cs.LG
AI总结 针对生物医学文本分类中PDF解析引入的噪声，提出保守可审计的拼写纠正可靠性层，弃权（不执行）不确定编辑，可恢复约80.45%的噪声导致的macro-F1下降，保持接近干净的分类性能。
Comments 6 pages. Accepted at the 2026 14th International Conference on Bioinformatics and Computational Biology (ICBCB 2026), Kitakyushu, Japan; to appear in IEEE Conference Proceedings (IEEE Xplore). Code: https://github.com/MoustafaMohamedMoustafaHassan/the_signal_in_the_noise_CORD19_project
