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Research Papers
Our published and upcoming research papers on multilingual language models, reasoning alignment, and related topics.
Noema-T1: A Multilingual Model Family for Enhanced Reasoning
Aayan Mishra, Ameer Azam, Arush Sharma, Jordan Pfost and Hafedh Hichri
June 2025
Coming Soon
Abstract
We present Noema-T1, a family of multilingual language models trained on 100+ languages and finetuned for logic, truthfulness, and reflection. Our approach combines GPRO alignment techniques with efficient training methods to create models that can reason effectively across cultural and linguistic boundaries.
Keywords
Multilingual LLMs
Reasoning
GPRO
QLoRA
Citation Guidelines
If you use our models or research in your work, please cite the relevant paper using the following format:
@article{noema2025t1,
title={Noema-T1: A Multilingual Model Family for Enhanced Reasoning},
author={Aayan Mishra, Azam Ameer, Arush Sharma, Hafedh Hichri and Jordan Pfost},
journal={arXiv preprint},
year={2025}
}
title={Noema-T1: A Multilingual Model Family for Enhanced Reasoning},
author={Aayan Mishra, Azam Ameer, Arush Sharma, Hafedh Hichri and Jordan Pfost},
journal={arXiv preprint},
year={2025}
}