Update README.md

README.md

@@ -44,14 +44,14 @@ Learning Visual Concepts Directly From African Languages Supervision. [Click to
 ## Model Details
 
 ### Model Description
-AViLaMa is the large open-source text-vision alignment pre-training model in African languages. It brings a way to learn visual concepts directly from African languages supervision. Inspired from OpenAI CLIP, but with more modalities like video, audio, etc.. and other techniques like agnostic languages encoding, data filtering network. All for more than 12 African languages, trained on the #AViLaDa-2B datasets of filtered image,video,audio-text pairs. We are also working to make it usable in directly vision-vision tasks. 
-
-- **Developed by:** [Sartify LLC (www.sartify.com)]
-- **Authors [optional]:** [Innocent Charles, Zephania Reuben]
-- **Funded by [optional]:** [Sartify LLC,Open Source Community, etc..](We always welcome other donors)
-- **Model type:** [multilingual & multimodality transformer]
-- **Language(s) (NLP):** [en, sw, ha, yo, ig, zu, sn, ar, am, fr, pt]
-- **License:** [apache 2.0]
+AViLaMa is the large open-source text-vision alignment pre-training model in African languages. It brings a way to learn visual concepts directly from African languages supervision. Inspired from OpenAI CLIP, but with more modalities like video, audio, etc.. and other techniques like agnostic languages encoding, data filtering network. All for more than 12 African languages, trained on the #AViLaDa-2B datasets of filtered image, video, audio-text pairs. We are also working to make it usable in directly vision-vision tasks. 
+
+- **Developed by :** Sartify LLC (www.sartify.com)
+- **Authors :** Innocent Charles, Zephania Reuben
+- **Funded by :** Sartify LLC,Open Source Community, etc..(We always welcome other donors)
+- **Model type :** multilingual & multimodality transformer
+- **Language(s) :** en, sw, ha, yo, ig, zu, sn, ar, am, fr, pt
+- **License:** apache 2.0
 
 
 ### Model Sources [optional]