Hi everyone!
I'm an independent developer working on Sauti, a personal research project aimed at developing a fully offline, context-aware Swahili–English AI interpreter.
The long-term goal is to create an interpreter that goes beyond word-for-word translation by preserving meaning, conversational context, cultural nuances, and speaker intent, while eventually operating entirely on a user's device without requiring an internet connection.
I'm currently looking for Swahili speakers, bilingual speakers, and people proficient in both Swahili and English who would be willing to help review translation examples through a Google Form.
What you'll be asked to do:
- Review Swahili–English or English–Swahili translations.
- Identify inaccuracies, unnatural phrasing, or lost meaning.
- Suggest corrections or more culturally appropriate expressions where possible.
- Help identify instances where context changes the intended meaning.
How your contributions will be used:
Your feedback will help evaluate the current translation system, identify weaknesses in our dataset, and potentially improve future model training. Submitted corrections may be incorporated into research datasets and subsequent model-development experiments, subject to the consent and data-use information provided in the form.
Participation is entirely voluntary. Please do not submit personally identifiable, confidential, or sensitive information in your responses. There is no expectation to disclose personal experiences.
This is an independently developed project, not an institutional or university-sponsored research study. I'm seeking genuine linguistic feedback rather than simply collecting large amounts of automatically generated text.
Google Form: https://docs.google.com/forms/d/e/1FAIpQLSefLxVw2hQ-pIgAkaCuTvkmWm8ijrpk-jIGCLiGqLotKV2tIA/viewform
Estimated completion time: 5 to 8 mins
I would also appreciate feedback on the research approach itself, particularly from people familiar with Swahili linguistics, translation studies, or multilingual AI.
Thank you for considering contributing. I hope to make this project useful to Swahili-speaking communities while keeping the research process transparent, respectful, and open to criticism.