ACL

Self-Supervised Speech Representations Track Spoken Language Convergence to Adult Models in Infants and Children Who Are Deaf/Hard-of-Hearing

自监督语音表征追踪聋/弱听婴幼儿向成人模型的口语语言收敛过程

L. Choy, A. S. Khan, S. Patrizi, D. Ye, J. Gross, M. Cychosz

机构 * Stanford University（斯坦福大学） 纠错

AI总结 本研究利用HuBERT-BASE提取的语音嵌入，发现聋/弱听儿童与照料者的嵌入距离随听觉年龄减小，且该距离与言语语言标准化测量相关，为口语发展评估提供了可扩展的语言无关路径。

Comments 10 pages, 5 figures, 2026 ACL CDL Workshop

How to Train a Real-World Silicon Concierge? Internalizing Complex Business Workflow to Only OneModel

如何训练一个实用的硅基智能管家？将复杂业务工作流内化至单个模型

Chang Liu, Chaoyang Ning, Dayi Jiang, Enrui Gu, Fang Ran, Hongyan Xue, Huaqing Li, Hui Cai, Jia Liu, Jiang-Ming Yang, Jianshe Li, Jiawei Luo, Jin Zhou, Leshen Zhu, Lihui Chen, Liying Ma, Lyuxin Xue, Mengjian Ji, Ruijia Xu, Wei Ren, Wei Wu, Xiaoling Qu, Xiaoyun Feng, Xin Zhang, Xixie Zhou, Xuanwei Hu, Yan Chen, Yichao Wang, Yongqi Tong, Yu Liu, Yuhong Zhou, Zemin Sun, Zhenwen Xu, Zhiling Liu, Zifan Wang

机构 * Ant International（蚂蚁国际） 纠错

AI总结 该研究针对传统工业智能体模块化流水线的缺陷，提出OneModel范式，将业务逻辑与SOP内化至模型，在金融服务系统中实现延迟大幅降低、解决率提升，为工业智能体架构升级提供蓝图。

Comments Accepted to the ACL 2026 Industry Track (Oral). To appear in Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Industry Track)