Update README.md

README.md

@@ -168,10 +168,8 @@ size_categories:
 
 ## Motivation
 
-This dataset release is part of the data and modeling effort described in:
+This dataset release is part of the data and modeling effort described in: **[The Thiomi Dataset: A Large-Scale Multimodal Corpus for Low-Resource African Languages](https://arxiv.org/abs/2603.29244)**
 
-**The Thiomi Dataset: A Large-Scale Multimodal Corpus for Low-Resource African Languages**
-Hillary Mutisya, John Mugane
 
 The broader Thiomi work focuses on building high-quality multimodal resources for
 African languages and enabling ASR/MT/TTS research and deployment.
@@ -220,10 +218,14 @@ the upstream collection and platform process described in the Thiomi paper.
 If you use this dataset, please cite the Thiomi dataset paper:
 
 ```bibtex
-@misc{mutisya_mugane_thiomi,
-  title  = {The Thiomi Dataset: A Large-Scale Multimodal Corpus for Low-Resource African Languages},
-  author = {Mutisya, Hillary and Mugane, John},
-  note   = {Thiomi NLP / Harvard University}
+@misc{mutisya2026thiomidatasetlargescalemultimodal,
+      title={The Thiomi Dataset: A Large-Scale Multimodal Corpus for Low-Resource African Languages}, 
+      author={Hillary Mutisya and John Mugane and Gavin Nyamboga and Brian Chege and Maryruth Gathoni},
+      year={2026},
+      eprint={2603.29244},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2603.29244}, 
 }
 ```