Voice of a Continent: Mapping Africa's Speech Technology Frontier
AbdelRahim A. Elmadany, Sang Yun Kwon, Hawau Olamide Toyin, Alcides Alcoba Inciarte, Hanan Aldarmaki, Muhammad Abdul-Mageed
摘要
Africa's rich linguistic diversity remains significantly underrepresented in speech technologies, creating barriers to digital inclusion. To alleviate this challenge, we systematically map the continent's speech space of datasets and technologies, leading to a new comprehensive benchmark SimbaBench for downstream African speech tasks. Using SimbaBench, we introduce the Simba family of models, 1 achieving state-of-the-art performance across multiple African languages and speech tasks. Our benchmark analysis reveals critical patterns in resource availability, while our model evaluation demonstrates how dataset quality, domain diversity, and language family relationships influence performance across languages. Our work highlights the need for expanded speech technology resources that better reflect Africa's linguistic diversity and provides a solid foundation for future research and development efforts toward more inclusive speech technologies.
问问这篇 Paper
智能体会读完全文。
Lune 把这篇 Paper 索引到了每一个公式,引用它的顶会 Paper 也一样。你提问,回答直接引用原文。
它引用的顶会 Paper6
- Robust Speech Recognition via Large-Scale Weak SupervisionAlec Radford, Jong Wook Kim, Tao Xu, Greg Brockman 等ICML 2023 · 被引用 6,966 次
- AfroLID: A Neural Language Identification Tool for African LanguagesIfe Adebara, AbdelRahim A. Elmadany, Muhammad Abdul-Mageed, Alcides Alcoba InciarteEMNLP 2022 · 被引用 13 次
- AfroMT: Pretraining Strategies and Reproducible Benchmarks for Translation of 8 African LanguagesMachel Reid, Junjie Hu, Graham Neubig, Yutaka MatsuoEMNLP 2021 · 被引用 12 次
- Cheetah: Natural Language Generation for 517 African LanguagesIfe Adebara, AbdelRahim A. Elmadany, Muhammad Abdul-MageedACL 2024 · 被引用 1 次
- Towards Afrocentric NLP for African Languages: Where We Are and Where We Can GoIfe Adebara, Muhammad Abdul-MageedACL 2022
相关 Paper
- The African Languages Lab: A Collaborative Approach to Advancing Low-Resource African NLPSheriff Issaka, Keyi Wang, Yinka Ajibola, Oluwatumininu Samuel-Ipaye 等ACL 2026
- Afri-MCQA: Multimodal Cultural Question Answering for African LanguagesAtnafu Lambebo Tonja, Srija Anand, Emilio Villa-Cueva, Israel Abebe Azime 等ACL 2026 · 被引用 2 次
- AfriSenti: A Twitter Sentiment Analysis Benchmark for African LanguagesShamsuddeen Hassan Muhammad, Idris Abdulmumin, Abinew Ali Ayele, Nedjma Ousidhoum 等EMNLP 2023 · 被引用 33 次
- Charting the Landscape of African NLP: Mapping Progress and Shaping the Road AheadJesujoba Oluwadara Alabi, Michael A. Hedderich, David Ifeoluwa Adelani, Dietrich KlakowEMNLP 2025
- Speech Robust Bench: A Robustness Benchmark For Speech RecognitionMuhammad A. Shah, David Solans Noguero, Mikko A. Heikkilä, Bhiksha Raj 等ICLR 2025
