KaLM-embedding-pretrain-data

*The finetuning dataset is is available at this link:[KaLM-Embedding/KaLM-embedding-finetuning-data](https://huggingface.co/datasets/KaLM-Embedding/KaLM-embedding-finetuning-data).*

## Citation
If you find these datasets useful, please consider giving a star and citation.
```
@misc{zhao2025kalmembeddingv2,
title={KaLM-Embedding-V2: Superior Training Techniques and Data Inspire A Versatile Embedding Model},
author={Xinping Zhao and Xinshuo Hu and Zifei Shan and Shouzheng Huang and Yao Zhou and Xin Zhang and Zetian Sun and Zhenyu Liu and Dongfang Li and Xinyuan Wei and Youcheng Pan and Yang Xiang and Meishan Zhang and Haofen Wang and Jun Yu and Baotian Hu and Min Zhang},
year={2025},
eprint={2506.20923},
archivePrefix={arXiv},
primaryClass={cs.CL},
url={https://arxiv.org/abs/2506.20923},
}

@misc{hu2025kalmembedding,
title={KaLM-Embedding: Superior Training Data Brings A Stronger Embedding Model},
author={Xinshuo Hu and Zifei Shan and Xinping Zhao and Zetian Sun and Zhenyu Liu and Dongfang Li and Shaolin Ye and Xinyuan Wei and Qian Chen and Baotian Hu and Haofen Wang and Jun Yu and Min Zhang},
year={2025},
eprint={2501.01028},
archivePrefix={arXiv},
primaryClass={cs.CL},
url={https://arxiv.org/abs/2501.01028},
}
```

## Contact
If you encounter any issue, feel free to contact us via the email: <[e-mail]>, <[e-mail]>

本微调数据集可通过以下链接获取：[KaLM-Embedding/KaLM-embedding-finetuning-data](https://huggingface.co/datasets/KaLM-Embedding/KaLM-embedding-finetuning-data)。

## 引用说明
若您认为本数据集对您的研究有所助益，请为其点亮星标并引用以下文献：

@misc{zhao2025kalmembeddingv2,
title={KaLM-Embedding-V2：卓越训练技术与数据赋能通用嵌入模型},
author={赵新平、胡新硕、山子非、黄守正、周尧、张鑫、孙泽天、刘振宇、李东方、魏新元、潘友成、向阳、张美山、王浩芬、俞俊、胡宝田、张敏},
year={2025},
eprint={2506.20923},
archivePrefix={arXiv},
primaryClass={cs.CL},
url={https://arxiv.org/abs/2506.20923},
}

@misc{hu2025kalmembedding,
title={KaLM-Embedding：优质训练数据助力打造更强嵌入模型},
author={胡新硕、山子非、赵新平、孙泽天、刘振宇、李东方、叶少林、魏新元、陈谦、胡宝田、王浩芬、俞俊、张敏},
year={2025},
eprint={2501.01028},
archivePrefix={arXiv},
primaryClass={cs.CL},
url={https://arxiv.org/abs/2501.01028},
}

## 联系方式
若您在使用过程中遇到任何问题，可通过以下邮箱联系我们：<[e-mail]>、<[e-mail]>。

搜集汇总

背景与挑战

背景概述

KaLM-embedding-pretrain-data是由HIT-TMG发布的一个预训练数据集，更新于2025年11月27日，大小为1.10TB，采用MIT许可证。该数据集用于支持嵌入模型的训练，其微调版本可通过指定链接获取。