Merge branch 'main' of https://huggingface.co/jinaai/jina-colbert-v2

README.md

@@ -111,8 +111,11 @@ tags:
 <b>Trained by <a href="https://jina.ai/"><b>Jina AI</b></a>.</b>
 </p>
 
-# Jina-ColBERT-v2
-Jina ColBERT v2 (`jina-colbert-v2`) is a new model based on the [Jina-ColBERT architecture](https://jina.ai/news/what-is-colbert-and-late-interaction-and-why-they-matter-in-search/) that expands on the capabilities and performance of the `jina-colbert-v1-en` model. Like the previous release, it has Jina AI’s 8192 token input context and the [improved efficiency, performance](https://jina.ai/news/what-is-colbert-and-late-interaction-and-why-they-matter-in-search/), and [explainability](https://jina.ai/news/ai-explainability-made-easy-how-late-interaction-makes-jina-colbert-transparent/) of token-level embeddings and late interaction. 
+<p align="center">
+<b>JinaColBERT V2: your multilingual late interaction retriever!</b>
+</p>
+
+JinaColBERT V2 (`jina-colbert-v2`) is a new model based on the [JinaColBERT V1](https://jina.ai/news/what-is-colbert-and-late-interaction-and-why-they-matter-in-search/) that expands on the capabilities and performance of the `jina-colbert-v1-en` model. Like the previous release, it has Jina AI’s 8192 token input context and the [improved efficiency, performance](https://jina.ai/news/what-is-colbert-and-late-interaction-and-why-they-matter-in-search/), and [explainability](https://jina.ai/news/ai-explainability-made-easy-how-late-interaction-makes-jina-colbert-transparent/) of token-level embeddings and late interaction. 
 
 This new release adds new functionality and performance improvements: