跨语言迁移学习在低资源ASR方面效果不一

报道来源 [4]

1. arXiv cs.CL TIER_1 English(EN) · Lukmal Ilyas, Nevidu Jayatilleke · 2026-07-08 04:00

   从僧伽罗语到迪维希语：低资源语音识别的跨语言迁移学习

   arXiv:2607.06289v1 Announce Type: new Abstract: Dhivehi, the national language of the Maldives, is currently under-resourced for automatic speech recognition (ASR) and other NLP tasks. This study investigates whether cross-lingual transfer learning from Sinhala, a linguistically …

2. arXiv cs.CL TIER_1 English(EN) · Nevidu Jayatilleke · 2026-07-07 13:57

   从僧伽罗语到迪维希语：低资源语音识别的跨语言迁移学习

   Dhivehi, the national language of the Maldives, is currently under-resourced for automatic speech recognition (ASR) and other NLP tasks. This study investigates whether cross-lingual transfer learning from Sinhala, a linguistically related, relatively well-resourced Insular Indo-…

3. arXiv cs.AI TIER_1 English(EN) · Andrei Florian, Cynthia Jayne Amol, Hope Kerubo Ombaba, Xiaoyu Cui, Boniface Mwau, Biatus Maina Kamau, Lilian Diana Awuor Wanzare, Christiane Fellbaum, Happy Buzaaba · 2026-07-07 04:00

   评估语言相关性对大规模多语言自动语音识别跨语言迁移的影响

   arXiv:2607.04814v1 Announce Type: cross Abstract: Extending automatic speech recognition (ASR) to low-resource African languages is constrained by the prohibitive demands of data collection at scale. A promising direction is to leverage linguistic relatedness to enhance cross-lin…

4. arXiv cs.AI TIER_1 English(EN) · Happy Buzaaba · 2026-07-06 08:49

   评估语言相关性对大规模多语言自动语音识别跨语言迁移的影响

   Extending automatic speech recognition (ASR) to low-resource African languages is constrained by the prohibitive demands of data collection at scale. A promising direction is to leverage linguistic relatedness to enhance cross-lingual transfer from a related auxiliary language to…