diff --git a/docs/2023/AI Tools/Neural Coref/updates/2023-07-28.md b/docs/2023/AI Tools/Neural Coref/updates/2023-07-28.md
index 2aee90cac..c1d3db401 100644
--- a/docs/2023/AI Tools/Neural Coref/updates/2023-07-28.md	
+++ b/docs/2023/AI Tools/Neural Coref/updates/2023-07-28.md	
@@ -11,6 +11,9 @@ author: Sai Gopal Reddy Kovvuri
 - [x] Integrate BART to AI-Tools.
 
 ## Screenshots / Videos
+
+- [Short demo](http://www.youtube.com/embed/9BiyX_FbrD4)
+
 <iframe width="560" height="315"
 src="http://www.youtube.com/embed/9BiyX_FbrD4" 
 frameborder="0" 
diff --git a/docs/2023/AI Tools/Neural Coref/updates/2023-08-04.md b/docs/2023/AI Tools/Neural Coref/updates/2023-08-04.md
index 2b32cbdf3..b98683eb8 100644
--- a/docs/2023/AI Tools/Neural Coref/updates/2023-08-04.md	
+++ b/docs/2023/AI Tools/Neural Coref/updates/2023-08-04.md	
@@ -4,13 +4,15 @@ author: Sai Gopal Reddy Kovvuri
 ---
 
 ## Milestones
-- [ ] Give the description about Milestone 1
-- [ ] Give the description about Milestone 2
-- [ ] Give the description about Milestone 3
-- [ ] Give the description about Milestone 4
+- [x] Enable conversion to ONNX. 
+- [x] Enable loading of multiple versions of the same model.
+- [x] Start thinking about modifying DSP approach for the custom use case.  
 
 ## Screenshots / Videos 
 
 ## Contributions
+- [Commit](https://github.com/ksgr5566/AutoTuneNLP/commit/7812f2c402aab7aaf9bb95ad1ef795d7177c1452): ONNX conversion.
+- [Commit](https://github.com/ksgr5566/AutoTuneNLP/commit/c5cbcd38d8e566cb2690633561e9efa32a9a32cb): Multiple version loading.
 
-## Learnings
\ No newline at end of file
+## Learnings
+- Revised DSP.
\ No newline at end of file