update README.md

README.md

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----
-license: apache-2.0
----
+---
+license: apache-2.0
+base_model:
+- Qwen/Qwen3-VL-2B-Instruct
+language:
+- en
+tags:
+- text
+- image
+- video
+- multimodal-embedding
+- vidore
+- colpali
+- colqwen3
+- multilingual-embedding
+new_version: goodman2001/colqwen3-vlembed-base
+pipeline_tag: visual-document-retrieval
+---
+
+# ColQwen3-vlembed-base: Visual Retriever built by merging Qwen3-VL-2B-Instruct with Qwen3-VL-Embedding-2B through ColBERT strategy
+
+## 🙏🙏🙏 Why always 2B ??
+
+Due to my limited computing resources, I can currently only conduct some interesting experiments with 2B/4B models.😝😝😝
+
+<p align="center"><img width=800 src="https://github.com/illuin-tech/colpali/blob/main/assets/colpali_architecture.webp?raw=true"/></p>
+
+## Usage
+
+> [!WARNING]
+> This version should not be used: it is solely the base version useful for deterministic LoRA initialization.
+
+This model is built by merging **[Qwen/Qwen3-VL-2B-Instruct](https://huggingface.co/Qwen/Qwen3-VL-2B-Instruct)** with **[Qwen3-VL-Embedding-2B](https://huggingface.co/Qwen/Qwen3-VL-Embedding-2B)**
+
+<p align="center">
+    <img src="https://model-demo.oss-cn-hangzhou.aliyuncs.com/Qwen3-VL-Embedding.png" width="400"/>
+</p>
+
+
+## Contact
+
+- Mungeryang: mungerygm@gmail.com/yangguimiao@iie.ac.cn
+
+
+## Acknowledgments
+
+❤️❤️❤️
+
+> [!WARNING]
+> Thanks to the **Colpali team** and **Qwen team** for their excellent open-source works!
+> I accomplished this work by **standing on the shoulders of giants~**
+
+<p align="center">
+    <img src="https://cdn.mos.cms.futurecdn.net/pqHroHNqYyQoJvEPrYkbcj-1200-80.jpg" width="80%"/>
+<p>
+
+
+## Citation
+
+If you use any datasets or models from this organization in your research, please cite the original dataset as follows:
+
+```bibtex
+@misc{faysse2024colpaliefficientdocumentretrieval,
+  title={ColPali: Efficient Document Retrieval with Vision Language Models}, 
+  author={Manuel Faysse and Hugues Sibille and Tony Wu and Bilel Omrani and Gautier Viaud and Céline Hudelot and Pierre Colombo},
+  year={2024},
+  eprint={2407.01449},
+  archivePrefix={arXiv},
+  primaryClass={cs.IR},
+  url={https://arxiv.org/abs/2407.01449}, 
+}