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---
library_name: transformers
tags: []
---

# UniHGKR-7B-pretrained

This is a large language model based retriever for heterogeneous knowledge retrieval, trained from [LLARA](https://github.com/FlagOpen/FlagEmbedding/tree/master/FlagEmbedding/LLARA).

The model was trained after Stages 1 and 2. It needs to be fine-tuned before being used for an information retrieval task.	

Our paper: [UniHGKR: Unified Instruction-aware Heterogeneous Knowledge Retrievers](https://arxiv.org/abs/2410.20163).

Please see github repository [UniHGKR](https://github.com/ZhishanQ/UniHGKR/tree/main/code_for_UniHGKR_base) to know how to use this model.

## Citation

If you find this resource useful in your research, please consider giving a like and citation.

```
@article{min2024unihgkr,
  title={UniHGKR: Unified Instruction-aware Heterogeneous Knowledge Retrievers},
  author={Min, Dehai and Xu, Zhiyang and Qi, Guilin and Huang, Lifu and You, Chenyu},
  journal={arXiv preprint arXiv:2410.20163},
  year={2024}
}
```