nmrenyi/mamai-report

Technical reports for MAM-AI — an on-device medical RAG system for nurses and midwives in Zanzibar. # MAM-AI Tech Report LaTeX source for two arXiv tech reports documenting the MAM-AI project — an on-device medical retrieval-augmented generation system for nurses and midwives in Zanzibar. ## Papers - **`system-paper/`** (arXiv:2606.29580) — *MAM-AI: An On-Device Medical Retrieval-Augmented Generation System for Nurses and Midwives in Zanzibar.* The deployed system, the bottom-up evaluation methodology, and headline results across retrieval, faithfulness, end-to-end accuracy, and on-device latency. - **`benchmarks-paper/`** (arXiv:2606.29467) — *mamabench and mamaretrieval: Benchmarks for Evaluating Medical Retrieval-Augmented Generation in Maternal, Neonatal, and Reproductive Health.* The two benchmark artifacts used to evaluate the system above, with construction methodology and validation results. Both papers are written in ACM journal style (`acmart` class, `acmsmall` variant, `nonacm` mode) and posted on arXiv. No specific venue is pursued. ## How to cite The author's name is in Chinese order — family name **Ren**, given name **Yi**. The double braces around `{{Ren Yi}}` keep the full name as one unit so author–year styles render "[Ren Yi 2026]" and do not reorder it to "Yi Ren" or abbreviate it to the bare family name. ```bibtex @misc{ren2026mamai, author = {{Ren Yi}}, title = {{MAM-AI}: An On-Device Medical Retrieval-Augmented Generation System for Nurses and Midwives in Zanzibar}, year = {2026}, eprint = {2606.29580}, archivePrefix = {arXiv}, primaryClass = {cs.CL} } @misc{ren2026mamabench, author = {{Ren Yi}}, title = {{mamabench} and {mamaretrieval}: Benchmarks for Evaluating Medical Retrieval-Augmented Generation in Maternal, Neonatal, and Reproductive Health}, year = {2026}, eprint = {2606.29467}, archivePrefix = {arXiv}, primaryClass = {cs.CL} } ``` ## Design See `paper_design.md` for: - the two-paper split rationale (why not one monolithic report, not three separate reports); - …