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@@ -127,7 +127,7 @@ The heatmap reveals that popularity is a stronger predictor of high user satisfa
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  We employed unsupervised learning to validate that our embeddings captured semantic meaning.
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  * **Algorithm:** K-Means (Chosen over DBSCAN due to the "Curse of Dimensionality" in 384-dim text data).
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- * **Optimization:**
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  ![image](https://cdn-uploads.huggingface.co/production/uploads/6910977ace661438b728d763/WKjcqywHxh0YVJSOvj9dd.png)
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  We employed unsupervised learning to validate that our embeddings captured semantic meaning.
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  * **Algorithm:** K-Means (Chosen over DBSCAN due to the "Curse of Dimensionality" in 384-dim text data).
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+ * **Optimization:** we selected K=10 based on the Kmeans elbow and Schilott Score.
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  ![image](https://cdn-uploads.huggingface.co/production/uploads/6910977ace661438b728d763/WKjcqywHxh0YVJSOvj9dd.png)
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