---
title: Multilinguality at the Edge
emoji: 🌍
colorFrom: indigo
colorTo: pink
sdk: static
app_file: index.html
pinned: false
license: mit
short_description: Developing Language Models for the Global South
thumbnail: >-
  https://cdn-uploads.huggingface.co/production/uploads/634e20a0c1ce28f1de920cc4/FL4qaOQhL9qUBSHvIqX1p.png
---

# Multilinguality at the Edge: Developing Language Models for the Global South

Interactive companion to our survey of multilingual edge language models: challenges,
analyses, and recommendations for the Global South. We survey 232 papers that tackle
multilinguality and on-device deployment across the language modelling pipeline.

- 📄 Paper: https://arxiv.org/abs/2604.21637
- 💻 Code: https://github.com/ljvmiranda921/multilinguality-at-the-edge
- 🌐 Website: https://ljvmiranda921.github.io/multilinguality-at-the-edge/

This Space is a static mirror of the project website. Its content is synced from the
`docs/` folder of the code repository; only this `README.md` is maintained here. It
serves `index.html` directly — no build step on HF. The interactive charts read the
same JSON data under `assets/data/` that the matplotlib figure generators use.

## Citation

```bibtex
@misc{miranda2026multilingualityedgedevelopinglanguage,
  title={{M}ultilinguality at the {E}dge: {D}eveloping {L}anguage {M}odels for the {G}lobal {S}outh},
  author={Lester James Validad Miranda and Songbo Hu and Roi Reichart and Anna Korhonen},
  year={2026},
  eprint={2604.21637},
  archivePrefix={arXiv},
  primaryClass={cs.CL},
  url={https://arxiv.org/abs/2604.21637},
}
```