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index.html

@@ -291,8 +291,8 @@
         Embeddings fine-tuned via alias-augmentation: domain alias metadata is injected
         as controlled noise during training, pulling misspellings and paraphrases toward
         their canonical forms in embedding space. Context rescoring uses late fusion of
-        dense embedding similarity with a sparse TF-IDF signal derived from
-        tag co-occurrence pseudo-documents. Modular per-category LLM query strategies
+        dense embedding similarity with a co-occurrence signal derived from
+        tag co-occurrence pseudo-documents reduced via SVD. Modular per-category LLM query strategies
         run in parallel; listwise reranking chosen over pointwise specifically to enforce
         consistency across the selected tag set. Generalizes to any domain requiring
         unstructured-to-taxonomy mapping.
@@ -311,7 +311,7 @@
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   <footer>
-    All work independently developed and deployed. · huggingface.co/FoodDesert
+    All work independently developed and deployed. 
   </footer>
 
 </div>