Update README.md

README.md

@@ -123,11 +123,12 @@ library_name: transformers
 The easiest way to starting using `jina-embeddings-v3` is to use Jina AI's [Embedding API](https://jina.ai/embeddings/).
 
 
-## Intended Usage & Model info
+## Intended Usage & Model Info
 
 
 `jina-embeddings-v3` is a **multilingual multi-task text embedding model** designed for a variety of NLP applications.
-Based on the [XLM-RoBERTa architecture](https://huggingface.co/jinaai/xlm-roberta-flash-implementation), this model supports [Rotary Position Embeddings (RoPE)](https://arxiv.org/abs/2104.09864) to handle long sequences up to **8192 tokens**.
+Based on the [XLM-RoBERTa architecture](https://huggingface.co/jinaai/xlm-roberta-flash-implementation), 
+this model supports [Rotary Position Embeddings (RoPE)](https://arxiv.org/abs/2104.09864) to handle long sequences up to **8192 tokens**.
 Additionally, it features [LoRA](https://arxiv.org/abs/2106.09685) adapters to generate task-specific embeddings efficiently.
 
 ### Key Features:
@@ -143,11 +144,14 @@ Additionally, it features [LoRA](https://arxiv.org/abs/2106.09685) adapters to g
 ### Model Lineage:
 
 `jina-embeddings-v3` builds upon the [FacebookAI/xlm-roberta-large](https://huggingface.co/FacebookAI/xlm-roberta-large) model, which was originally trained on 100 languages. 
-We extended its capabilities with an extra pretraining phase on the [CulturaX](https://huggingface.co/datasets/uonlp/CulturaX) dataset, then contrastively fine-tuned it on 30 languages for enhanced performance in both monolingual and cross-lingual setups.
+We extended its capabilities with an extra pretraining phase on the [CulturaX](https://huggingface.co/datasets/uonlp/CulturaX) dataset, 
+then contrastively fine-tuned it on 30 languages for enhanced performance in both monolingual and cross-lingual setups.
 
 ### Supported Languages:
 While the base model supports 100 languages, we've focused our tuning efforts on the following 30 languages to maximize performance: 
-**Arabic, Bengali, Chinese, Danish, Dutch, English, Finnish, French, Georgian, German, Greek, Hindi, Indonesian, Italian, Japanese, Korean, Latvian, Norwegian, Polish, Portuguese, Romanian, Russian, Slovak, Spanish, Swedish, Thai, Turkish, Ukrainian, Urdu,** and **Vietnamese.**
+**Arabic, Bengali, Chinese, Danish, Dutch, English, Finnish, French, Georgian, German, Greek, 
+Hindi, Indonesian, Italian, Japanese, Korean, Latvian, Norwegian, Polish, Portuguese, Romanian, 
+Russian, Slovak, Spanish, Swedish, Thai, Turkish, Ukrainian, Urdu,** and **Vietnamese.**
 
 
 ## Data & Parameters