Metric-AI/ms_marco_hye

---
language:
- hy
task_categories:
- text-retrieval
license: cc-by-nc-4.0
---
# Armenian MS MARCO Dataset
This dataset is part of [ArmBench-TextEmbed (Armenian Embedding Model Benchmark)](https://huggingface.co/spaces/Metric-AI/ArmBench-TextEmbed).
We translated a 10K subset of the [MS MARCO (Bajaj et al., 2018) validation set (v2.1)](https://huggingface.co/datasets/microsoft/ms_marco/viewer/v2.1) using Gemini 2.0 Flash.
This dataset is used for Armenian retrieval evaluation tasks.

# Citation
If you use this dataset in your research, please cite our paper:

```bibtex
@inproceedings{navasardyan2026less,
title={Less is More: Adapting Text Embeddings for Low-Resource Languages with Small Scale Noisy Synthetic Data},
author={Navasardyan, Zaruhi and Bughdaryan, Spartak and Minasyan, Bagratuni and Davtyan, Hrant},
booktitle={Proceedings of the Workshop on Low-Resource Language Models (LoResLM) at EACL 2026},
year={2026},
url={https://arxiv.org/abs/2603.22290}
}
```

## License
This dataset is a translation/derivative of [MS MARCO](https://huggingface.co/datasets/microsoft/ms_marco) and is licensed under [CC BY-NC 4.0](https://creativecommons.org/licenses/by-nc/4.0/). Use is restricted to non-commercial research purposes in accordance with the [Microsoft Research License Terms](https://microsoft.github.io/msmarco/)

---
语言：
- 亚美尼亚语
任务类别：
- 文本检索
许可证：CC BY-NC 4.0
---
# 亚美尼亚语MS MARCO数据集
本数据集隶属于[ArmBench-TextEmbed（亚美尼亚语嵌入模型基准测试）](https://huggingface.co/spaces/Metric-AI/ArmBench-TextEmbed)。
我们使用Gemini 2.0 Flash，将[MS MARCO（Bajaj等人，2018）验证集（v2.1）](https://huggingface.co/datasets/microsoft/ms_marco/viewer/v2.1)的10K子集翻译为亚美尼亚语。
本数据集适用于亚美尼亚语检索评估任务。

# 引用说明
若您在研究中使用本数据集，请引用如下论文：

bibtex
@inproceedings{navasardyan2026less,
title={Less is More: Adapting Text Embeddings for Low-Resource Languages with Small Scale Noisy Synthetic Data},
author={Navasardyan, Zaruhi and Bughdaryan, Spartak and Minasyan, Bagratuni and Davtyan, Hrant},
booktitle={Proceedings of the Workshop on Low-Resource Language Models (LoResLM) at EACL 2026},
year={2026},
url={https://arxiv.org/abs/2603.22290}
}

# 许可证
本数据集为[MS MARCO](https://huggingface.co/datasets/microsoft/ms_marco)的翻译衍生作品，采用[CC BY-NC 4.0](https://creativecommons.org/licenses/by-nc/4.0/)许可证授权。根据[微软研究许可条款](https://microsoft.github.io/msmarco/)，本数据集仅可用于非商业性研究用途。