Update README.md (#647)

README.md

@@ -212,9 +212,10 @@ You can run transforms via docker image or using virtual environments. This [doc
 
 ## 🎤 + 📄 Talks and Papers <a name = "talks_papers"></a>
 
-1. [Granite Code Models: A Family of Open Foundation Models for Code Intelligence](https://arxiv.org/abs/2405.04324)
-2. [Scaling Granite Code Models to 128K Context](https://arxiv.org/abs/2407.13739)
-3. Talk on "Building Successful LLM Apps: The Power of high quality data" [Video](https://www.youtube.com/watch?v=u_2uiZBBVIE) [Slides](https://www.slideshare.net/slideshow/data_prep_techniques_challenges_methods-pdf-a190/271527890)
-4. Talk on "Hands on session for fine tuning LLMs" [Video](https://www.youtube.com/watch?v=VEHIA3E64DM)
-5. Talk on "Build your own data preparation module using data-prep-kit" [Video](https://www.youtube.com/watch?v=0WUMG6HIgMg)
+1. [Data-Prep-Kit: getting your data ready for LLM application development](https://arxiv.org/abs/2409.18164)
+2. [Granite Code Models: A Family of Open Foundation Models for Code Intelligence](https://arxiv.org/abs/2405.04324)
+3. [Scaling Granite Code Models to 128K Context](https://arxiv.org/abs/2407.13739)
+4. Talk on "Building Successful LLM Apps: The Power of high quality data" [Video](https://www.youtube.com/watch?v=u_2uiZBBVIE) [Slides](https://www.slideshare.net/slideshow/data_prep_techniques_challenges_methods-pdf-a190/271527890)
+5. Talk on "Hands on session for fine tuning LLMs" [Video](https://www.youtube.com/watch?v=VEHIA3E64DM)
+6. Talk on "Build your own data preparation module using data-prep-kit" [Video](https://www.youtube.com/watch?v=0WUMG6HIgMg)