Sentence Similarity
MLX
Safetensors
ministral3
apple-silicon
embeddings
text-embeddings
feature-extraction
retrieval
semantic-search
rag
mteb
nemotron
quantized
4-bit precision
information-retrieval
dense-retrieval
vector-search
matryoshka
arxiv:2502.13595
Eval Results (legacy)
Instructions to use shadowrock-io/Nemotron-3-Embed-8B-Community-MLX-4bit with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use shadowrock-io/Nemotron-3-Embed-8B-Community-MLX-4bit with MLX:
# Download the model from the Hub pip install huggingface_hub[hf_xet] hf download shadowrock-io/Nemotron-3-Embed-8B-Community-MLX-4bit --local-dir Nemotron-3-Embed-8B-Community-MLX-4bit
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- LM Studio
- Atomic Chat
Shorten eval source label for widget display
Browse files
README.md
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@@ -81,7 +81,7 @@ model-index:
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name: NDCG@10
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value: 1.0
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source:
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name: ShadowRock
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url: https://huggingface.co/shadowrock-io/Nemotron-3-Embed-8B-Community-MLX-4bit/tree/main/results
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type: Retrieval
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name: NDCG@10
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value: 0.95644
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source:
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name: ShadowRock
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url: https://huggingface.co/shadowrock-io/Nemotron-3-Embed-8B-Community-MLX-4bit/tree/main/results
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type: Retrieval
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name: NDCG@10
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value: 0.99459
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source:
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name: ShadowRock
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url: https://huggingface.co/shadowrock-io/Nemotron-3-Embed-8B-Community-MLX-4bit/tree/main/results
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type: Retrieval
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name: NDCG@10
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value: 0.76267
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source:
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name: ShadowRock
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url: https://huggingface.co/shadowrock-io/Nemotron-3-Embed-8B-Community-MLX-4bit/tree/main/results
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type: Retrieval
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name: NDCG@10
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value: 0.94053
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source:
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name: ShadowRock
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url: https://huggingface.co/shadowrock-io/Nemotron-3-Embed-8B-Community-MLX-4bit/tree/main/results
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type: Retrieval
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name: NDCG@10
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value: 0.79763
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source:
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name: ShadowRock
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url: https://huggingface.co/shadowrock-io/Nemotron-3-Embed-8B-Community-MLX-4bit/tree/main/results
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type: Retrieval
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name: NDCG@10
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value: 0.88571
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source:
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name: ShadowRock
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url: https://huggingface.co/shadowrock-io/Nemotron-3-Embed-8B-Community-MLX-4bit/tree/main/results
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type: Retrieval
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name: NDCG@10
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value: 0.76243
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source:
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name: ShadowRock
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url: https://huggingface.co/shadowrock-io/Nemotron-3-Embed-8B-Community-MLX-4bit/tree/main/results
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type: Retrieval
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name: NDCG@10
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value: 0.76165
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source:
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name: ShadowRock
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url: https://huggingface.co/shadowrock-io/Nemotron-3-Embed-8B-Community-MLX-4bit/tree/main/results
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type: Retrieval
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name: NDCG@10
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value: 0.76924
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name: ShadowRock
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url: https://huggingface.co/shadowrock-io/Nemotron-3-Embed-8B-Community-MLX-4bit/tree/main/results
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type: Retrieval
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name: NDCG@10
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value: 0.4199
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name: ShadowRock
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url: https://huggingface.co/shadowrock-io/Nemotron-3-Embed-8B-Community-MLX-4bit/tree/main/results
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type: Retrieval
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name: NDCG@10
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value: 0.8338
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name: ShadowRock
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url: https://huggingface.co/shadowrock-io/Nemotron-3-Embed-8B-Community-MLX-4bit/tree/main/results
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---
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<a href="https://shadowrock.io">
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name: NDCG@10
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value: 1.0
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source:
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name: ShadowRock eval (raw JSON)
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url: https://huggingface.co/shadowrock-io/Nemotron-3-Embed-8B-Community-MLX-4bit/tree/main/results
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type: Retrieval
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name: NDCG@10
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value: 0.95644
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source:
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name: ShadowRock eval (raw JSON)
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url: https://huggingface.co/shadowrock-io/Nemotron-3-Embed-8B-Community-MLX-4bit/tree/main/results
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type: Retrieval
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name: NDCG@10
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value: 0.99459
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source:
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name: ShadowRock eval (raw JSON)
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url: https://huggingface.co/shadowrock-io/Nemotron-3-Embed-8B-Community-MLX-4bit/tree/main/results
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type: Retrieval
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name: NDCG@10
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value: 0.76267
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name: ShadowRock eval (raw JSON)
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url: https://huggingface.co/shadowrock-io/Nemotron-3-Embed-8B-Community-MLX-4bit/tree/main/results
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type: Retrieval
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name: NDCG@10
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value: 0.94053
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source:
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name: ShadowRock eval (raw JSON)
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url: https://huggingface.co/shadowrock-io/Nemotron-3-Embed-8B-Community-MLX-4bit/tree/main/results
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type: Retrieval
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name: NDCG@10
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value: 0.79763
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name: ShadowRock eval (raw JSON)
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url: https://huggingface.co/shadowrock-io/Nemotron-3-Embed-8B-Community-MLX-4bit/tree/main/results
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type: Retrieval
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name: NDCG@10
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value: 0.88571
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name: ShadowRock eval (raw JSON)
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url: https://huggingface.co/shadowrock-io/Nemotron-3-Embed-8B-Community-MLX-4bit/tree/main/results
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type: Retrieval
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name: NDCG@10
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value: 0.76243
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source:
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name: ShadowRock eval (raw JSON)
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url: https://huggingface.co/shadowrock-io/Nemotron-3-Embed-8B-Community-MLX-4bit/tree/main/results
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type: Retrieval
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name: NDCG@10
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value: 0.76165
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source:
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name: ShadowRock eval (raw JSON)
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url: https://huggingface.co/shadowrock-io/Nemotron-3-Embed-8B-Community-MLX-4bit/tree/main/results
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type: Retrieval
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name: NDCG@10
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value: 0.76924
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name: ShadowRock eval (raw JSON)
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url: https://huggingface.co/shadowrock-io/Nemotron-3-Embed-8B-Community-MLX-4bit/tree/main/results
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type: Retrieval
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name: NDCG@10
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value: 0.4199
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source:
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name: ShadowRock eval (raw JSON)
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url: https://huggingface.co/shadowrock-io/Nemotron-3-Embed-8B-Community-MLX-4bit/tree/main/results
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type: Retrieval
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name: NDCG@10
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value: 0.8338
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source:
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name: ShadowRock eval (raw JSON)
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url: https://huggingface.co/shadowrock-io/Nemotron-3-Embed-8B-Community-MLX-4bit/tree/main/results
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---
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<a href="https://shadowrock.io">
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