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@@ -28,7 +28,9 @@ pretty_name: STXBP1 RAG Database v10 - NVIDIA Nemotron Embeddings (Premium)
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  **The most advanced RAG database for STXBP1 therapeutic research.**
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- A pre-built ChromaDB vector database containing **571,465 indexed text chunks** from **~17,000 curated PubMed Central (PMC) biomedical papers**, embedded with NVIDIA's state-of-the-art **Llama-Nemotron-Embed-1B-v2** model featuring **2048-dimensional embeddings**.
 
 
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  > ⚑ **This is the premium GPU-accelerated version** β€” Nemotron embeddings deliver maximum semantic precision for therapeutic queries, but require a GPU with 2-4GB VRAM. For a lightweight CPU-friendly alternative, see: **[STXBP1-RAG-Database (BGE)](https://huggingface.co/datasets/SkyWhal3/STXBP1-RAG-Database)**
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@@ -54,8 +56,8 @@ Semantic Space Visualization:
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  ───────────────── ─────────────────────
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  ● ●
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  /|\ / | \
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- / | \ / | \
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- ● ● ● ● ● ●
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  Good separation Rich semantic space!
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  Fine-grained distinctions
 
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  **The most advanced RAG database for STXBP1 therapeutic research.**
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+ A pre-built ChromaDB vector database containing:
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+ **571,465 indexed text chunks** from **~17,000 curated PubMed Central (PMC) biomedical papers**,
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+ Embedded with NVIDIA's state-of-the-art **Llama-Nemotron-Embed-1B-v2** model featuring **2048-dimensional embeddings**.
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  > ⚑ **This is the premium GPU-accelerated version** β€” Nemotron embeddings deliver maximum semantic precision for therapeutic queries, but require a GPU with 2-4GB VRAM. For a lightweight CPU-friendly alternative, see: **[STXBP1-RAG-Database (BGE)](https://huggingface.co/datasets/SkyWhal3/STXBP1-RAG-Database)**
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  ───────────────── ─────────────────────
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  ● ●
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  /|\ / | \
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+ / | \ / | \
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+ ● ● ● ● ● ●
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  Good separation Rich semantic space!
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  Fine-grained distinctions