Update README.md

README.md

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-Related posts:  
+# Quran Colbert Retrieval Demo 
+This demo is based on the simple text of the Quran and uses the Arabic ColBERT model trained on 100K Arabic (translated) triplets 
+from the curated dataset (akhooli/arabic-triplets-1m-curated-sims-len). It is not intended as a replacement of scholar work, just to demo the 
+performance of Arabic colBERT models on edge cases. 
+
+You may pick an example or type your own query (this is not a chat app, it just retrives the most relevant parts of suras). Scroll up/down the output 
+section (3 results per query, first is usually most relevant). Try to re-word a query if initial results are not relevant. 
+
+# Related posts:  
+https://www.linkedin.com/posts/akhooli_arabic-1-million-curated-triplets-dataset-activity-7222951839774699521-PZcw  
 https://www.linkedin.com/posts/akhooli_heres-a-basic-demo-of-the-arabic-colbert-activity-7220100000721051649-NBfr  
 https://www.linkedin.com/posts/akhooli_testing-the-first-arabic-colbert-semantic-activity-7219233042945495040-qg3I  
 https://www.linkedin.com/posts/akhooli_this-is-probably-the-first-arabic-colbert-activity-7217969205197848576-l8Cy