Text Ranking
Transformers
Safetensors
multilingual
t5gemma2
text2text-generation
reranker
encoder-decoder
FBNL
Retrieval
RAG
Instructions to use KaLM-Embedding/KaLM-Reranker-V1-Small with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use KaLM-Embedding/KaLM-Reranker-V1-Small with Transformers:
# Load model directly from transformers import AutoProcessor, AutoModelForMultimodalLM processor = AutoProcessor.from_pretrained("KaLM-Embedding/KaLM-Reranker-V1-Small") model = AutoModelForMultimodalLM.from_pretrained("KaLM-Embedding/KaLM-Reranker-V1-Small") - Notebooks
- Google Colab
- Kaggle
Update README.md
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README.md
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<a href="https://huggingface.co/collections/KaLM-Embedding/lychee-kalm-reranker">
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<img src="https://img.shields.io/badge/%F0%9F%A4%97_Collection-Model-ffbd45.svg" alt="HF Collection">
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</a>
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<a href="https://arxiv.org/abs/
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<img src="https://img.shields.io/badge/Paper-KaLM--Reranker--V1-d4333f?logo=arxiv&logoColor=white&colorA=cccccc&colorB=d4333f&style=flat" alt="Paper">
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</a>
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<a href="https://github.com/KaLM-Embedding">
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# Citation
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If you find this model useful, please cite our papers.
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```
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@misc{
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title={KaLM-Reranker-V1: Fast but Not Late Interaction for Compressed Document Reranking},
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author={Xinping Zhao and Jiaxin Xu and Ziqi Dai and Xin Zhang and Shouzheng Huang and Danyu Tang and Xinshuo Hu and Meishan Zhang and Baotian Hu and Min Zhang},
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year={2026},
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archivePrefix={arXiv},
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primaryClass={cs.CL},
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}
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@inproceedings{zhao2026kalmembeddingv2,
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<a href="https://huggingface.co/collections/KaLM-Embedding/lychee-kalm-reranker">
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<img src="https://img.shields.io/badge/%F0%9F%A4%97_Collection-Model-ffbd45.svg" alt="HF Collection">
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</a>
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<a href="https://arxiv.org/abs/2606.22807">
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<img src="https://img.shields.io/badge/Paper-KaLM--Reranker--V1-d4333f?logo=arxiv&logoColor=white&colorA=cccccc&colorB=d4333f&style=flat" alt="Paper">
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</a>
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<a href="https://github.com/KaLM-Embedding">
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# Citation
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If you find this model useful, please cite our papers.
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```
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@misc{zhao2026kalmrerankerv1,
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title={KaLM-Reranker-V1: Fast but Not Late Interaction for Compressed Document Reranking},
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author={Xinping Zhao and Jiaxin Xu and Ziqi Dai and Xin Zhang and Shouzheng Huang and Danyu Tang and Xinshuo Hu and Meishan Zhang and Baotian Hu and Min Zhang},
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year={2026},
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eprint={2606.22807},
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archivePrefix={arXiv},
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primaryClass={cs.CL},
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url={https://arxiv.org/abs/2606.22807},
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}
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@inproceedings{zhao2026kalmembeddingv2,
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