Compare model versions

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Before

**The most accurate visual document retriever, with native 128-dimensional token vectors.**

<p align="center">
  <a href="#-vidore-v3--rank-1"><img src="https://img.shields.io/badge/🥇_ViDoRe_V3-65.36_·_Rank_%231-FFD700?style=for-the-badge&labelColor=1a1a2e" alt="ViDoRe V3 Rank 1"></a>
  <a href="#-vidore-v1--v2--rank-1"><img src="https://img.shields.io/badge/🥇_ViDoRe_V1+V2-85.77_·_Rank_%231-FFD700?style=for-the-badge&labelColor=1a1a2e" alt="ViDoRe V1+V2 Rank 1"></a>
</p>

<p align="center">
  <a href="#-index-cost"><img src="https://img.shields.io/badge/Token_Dim-128D_native-39d4bd?style=flat-square&logo=vectorworks&logoColor=white" alt="128D"></a>
  <a href="#-index-cost"><img src="https://img.shields.io/badge/Index-420.5_GiB_%2F_1M_pages-45c8f5?style=flat-square&logo=databricks&logoColor=white" alt="Index Cost"></a>
  <a href="#-model-footprint"><img src="https://img.shields.io/badge/Params-4.54B-b285f7?style=flat-square&logo=pytorch&logoColor=white" alt="4.54B"></a>
  <a href="#-multilingual"><img src="https://img.shields.io/badge/Languages-7_query_langs-f4c45e?style=flat-square&logo=googletranslate&logoColor=white" alt="Multilingual"></a>
</p>

<p align="center">
  <a href="LICENSE.txt"><img src="https://img.shields.io/badge/License-Apache_2.0-blue.svg?style=flat-square" alt="License"></a>
  <a href="https://huggingface.co/Qwen/Qwen3.5-4B"><img src="https://img.shields.io/badge/Base-Qwen3.5--4B-purple.svg?style=flat-square" alt="Base Model"></a>
  <a href="https://github.com/illuin-tech/colpali"><img src="https://img.shields.io/badge/Framework-ColPali_Engine-orange.svg?style=flat-square" alt="Framework"></a>
  <a href="https://huggingface.co/tencent/EVIE-Preview-4.5B"><img src="https://img.shields.io/badge/🤗_Hugging_Face-Model-FFD21E.svg?style=flat-square" alt="Hugging Face"></a>
  <a href="https://github.com/Tencent/EVIE-Preview-4.5B"><img src="https://img.shields.io/badge/GitHub-Source-181717.svg?style=flat-square&logo=github" alt="GitHub"></a>
</p>

[🏆 Results](#-vidore-v3--rank-1) • [💾 Index Cost](#-index-cost) • [⚡ Quick Start](#-quick-start) • [🔬 Reproducing](#-reproducing) • [🧠 Architecture](#-architecture) • [📚 Citation](#-citation)

</div>

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After

**The most accurate visual document retriever, with native 128-dimensional token vectors.**

<p align="center">
  <a href="https://huggingface.co/tencent/EVIE-4.5B"><img src="https://img.shields.io/badge/Latest_Release-EVIE--4.5B-yellow?style=for-the-badge&logo=huggingface" alt="Latest EVIE-4.5B"></a>
  <a href="https://huggingface.co/tencent/EVIE-8B"><img src="https://img.shields.io/badge/Flagship_Teacher-EVIE--8B-purple?style=for-the-badge&logo=huggingface" alt="EVIE-8B Teacher"></a>
  <a href="https://github.com/Tencent/EVIE"><img src="https://img.shields.io/badge/GitHub-Tencent%2FEVIE-black?style=for-the-badge&logo=github" alt="GitHub"></a>
</p>

<p align="center">
  <a href="#-vidore-v3--rank-1"><img src="https://img.shields.io/badge/🥇_ViDoRe_V3-65.36_·_Rank_%231-FFD700?style=flat-square&labelColor=1a1a2e" alt="ViDoRe V3 Rank 1"></a>
  <a href="#-vidore-v1--v2--rank-1"><img src="https://img.shields.io/badge/🥇_ViDoRe_V1+V2-85.77_·_Rank_%231-FFD700?style=flat-square&labelColor=1a1a2e" alt="ViDoRe V1+V2 Rank 1"></a>
  <a href="#-index-cost"><img src="https://img.shields.io/badge/Token_Dim-128D_native-39d4bd?style=flat-square&logo=vectorworks&logoColor=white" alt="128D"></a>
  <a href="#-index-cost"><img src="https://img.shields.io/badge/Index-420.5_GiB_%2F_1M_pages-45c8f5?style=flat-square&logo=databricks&logoColor=white" alt="Index Cost"></a>
  <a href="#-model-footprint"><img src="https://img.shields.io/badge/Params-4.54B-b285f7?style=flat-square&logo=pytorch&logoColor=white" alt="4.54B"></a>
  <a href="#-multilingual"><img src="https://img.shields.io/badge/Languages-7_query_langs-f4c45e?style=flat-square&logo=googletranslate&logoColor=white" alt="Multilingual"></a>
</p>

<p align="center">
  <a href="LICENSE.txt"><img src="https://img.shields.io/badge/License-Apache_2.0-blue.svg?style=flat-square" alt="License"></a>
  <a href="https://huggingface.co/Qwen/Qwen3.5-4B"><img src="https://img.shields.io/badge/Base-Qwen3.5--4B-purple.svg?style=flat-square" alt="Base Model"></a>
  <a href="https://github.com/illuin-tech/colpali"><img src="https://img.shields.io/badge/Framework-ColPali_Engine-orange.svg?style=flat-square" alt="Framework"></a>
  <a href="https://huggingface.co/tencent/EVIE-Preview-4.5B"><img src="https://img.shields.io/badge/🤗_Hugging_Face-Preview_Model-FFD21E.svg?style=flat-square" alt="Hugging Face"></a>
  <a href="https://github.com/Tencent/EVIE"><img src="https://img.shields.io/badge/GitHub-Tencent%2FEVIE-181717.svg?style=flat-square&logo=github" alt="GitHub"></a>
</p>

<p align="center">
  🚀 <b>Official Next-Gen Release</b>: 
  <a href="https://huggingface.co/tencent/EVIE-4.5B"><b>EVIE-4.5B (Prefix-MRL & HAC)</b></a> &nbsp;•&nbsp; 
  <a href="https://huggingface.co/tencent/EVIE-8B"><b>EVIE-8B (Flagship Teacher)</b></a> &nbsp;•&nbsp; 
  <a href="https://github.com/Tencent/EVIE"><b>GitHub: Tencent/EVIE</b></a>
</p>

[🏆 Results](#-vidore-v3--rank-1) • [💾 Index Cost](#-index-cost) • [⚡ Quick Start](#-quick-start) • [🔬 Reproducing](#-reproducing) • [🧠 Architecture](#-architecture) • [📚 Citation](#-citation)

</div>

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> 📢 **Official EVIE Release Notice**
>
> You are currently viewing the legacy preview checkpoint **EVIE-Preview-4.5B**.
>
> For our latest, most accurate, and lightweight visual document retrievers, please switch to the new official models:
> - 🌟 **[tencent/EVIE-4.5B](https://huggingface.co/tencent/EVIE-4.5B)**: Official release with single-projection Prefix-MRL (64D–2048D), ARD distillation, and HAC token compression down to **3.81 GiB / 1M pages**. ViDoRe V3 **66.02**.
> - 🏛️ **[tencent/EVIE-8B](https://huggingface.co/tencent/EVIE-8B)**: Official flagship teacher model with 4096D representations, ViDoRe V3 **66.75** (Rank #1).
> - 🐙 **[GitHub: Tencent/EVIE](https://github.com/Tencent/EVIE)**: Open-source repository containing training pipelines, token compression, and reproduction code.

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