Fact · Languages and accents
SeamlessM4T's language table marks Zulu as a low-resource language for speech translation into English.
Checked against its source on October 17, 2026
In the source's own words
“zul Zulu Atlantic-Congo Benue-Congo Latn low Sp, Tx Tx”
SeamlessM4T: Massively Multilingual and Multimodal Machine Translation (full text), Seamless Communication, Meta AI (arXiv), 2023, Table 5, SeamlessM4T languages.
Open the original (DOI 10.48550/arXiv.2308.11596)- What it measures
- Zulu is one rung above zero-shot in the paper's scheme. It has some primary data, but less than the medium and high tiers.
- What it does not show
- The table gives a resource level, not a translation score. Low resource means less training data, so expect more errors than for Spanish or German.