Papers by Subinuer Maimaitituerxun
Synergizing Semantic Anchors and Ordinal Smoothed Cross-Entropy for Speech Fluency Classification (2026.findings-acl)
Copied to clipboard
Mulati Kahaer, Sirajahmat Ruzmamat, XuDong Pang, Subinuer Maimaitituerxun, Zaokere Kadeer, Abudurexiti Reheman, Wenwen Lu, Panpan Zheng, Aishan Wumaier
| Challenge: | Existing methods fail to bridge the semantic gap between static expert priors and dynamic temporal representations while overlooking the inherent ordinal nature of fluency scores. |
| Approach: | They propose a set of expert features targeting fluency disruptions and rhythmic regularity to provide explicit linguistic priors. |
| Outcome: | The proposed model outperforms baseline models in both macroscopic and microscopic speech flow trends and local anomalies. |