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Nemotron-3-Embed-8B-Community-MLX-4bit

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)
Model card Files
xet
 Community
Nemotron-3-Embed-8B-Community-MLX-4bit

Commit History

  1. CI sync from nemotron-embed-quant @ 8ce22703

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    47270e3

  2. CI sync from nemotron-embed-quant @ eb7223da

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  1. Shorten eval source label for widget display

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  2. Metadata audit: 34-language list, result sources, modelopt/safetensors tags, ShadowRock logo header, intended-use section; drop datasets field

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  3. Metadata: inference:false, quantized_by, calibration datasets, metrics

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  4. model-index: add NDCG@10 display name to metrics

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  5. Expand model-index to all measured tasks

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  6. Card: shared 10-task RTEB parity note; restrict domain framing to measured domains

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  7. Add raw RTEB run results (mlx-rteb-r1)

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  8. Fill ChatDoctorRetrieval RTEB result (0.7692, +0.0002 vs official)

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  9. card: RTEB table, attribution links, About ShadowRock footer

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  10. card: remove private repo reference, link in-repo scripts

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  11. add scripts/eval_8b.py

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  12. add scripts/convert_8b.py

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  13. card: model-index in canonical mteb-card schema

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    1276073

  14. card: pin dataset revisions in model-index (matches mteb 2.18.12 task metadata)

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    3930679

  15. card: full model-index schema (task/metric names, dataset split+config)

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    e3c7d9a

  16. card: explain HF widget 1B-param display (packed 4-bit u32 counting artifact)

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  17. card: link model-index entries and benchmark section to raw result JSON

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  18. raw MTEB result JSON (mteb 2.18.12, pinned harness) for verifiability

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  19. card: model-index benchmark metadata, retrieval tags, arxiv link, attribution + citation

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  20. card: base-model tag vocabulary, MTEB heading, exact test-device specs

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  21. MLX 4-bit gs32 community quantization: weights, card, license, module

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  22. initial commit

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