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Published at November 27How to Learn a New Language? An Efficient Solution for Self-Supervised Learning Models Unseen Languages Adaption in Low-Resource Scenario
cs.SD
cs.CL
eess.AS
Released Date: November 27, 2024
Authors: Shih-Heng Wang1, Zih-Ching Chen1, Jiatong Shi2, Ming-To Chuang1, Guan-Ting Lin1, Kuan-Po Huang1, David Harwath3, Shang-Wen Li4, Hung-yi Lee1
Aff.: 1National Taiwan University, Taiwan; 2Carnegie Mellon University, US; 3The University of Texas at Austin, US; 4FAIR, US

| Source Language Selection Methods | CER / PER | |
|---|---|---|
| 10min | 1h | |
| Random = 5 | 38.5 | 31.0 |
| Proposed = 5 | 35.9 | 29.5 |
| Random = 10 | 37.7 | 30.6 |
| Proposed = 10 | 34.8 | 28.9 |