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Org card: list all three quantization families with collection links
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README.md
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Community model artifacts from our applied-AI work, validated the way we'd want to find them: pinned base revisions, full quantization manifests, raw benchmark JSON alongside every table, and cards that state exactly what was measured and on which hardware.
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Current releases
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## Find us
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- Web: [shadowrock.io](https://shadowrock.io)
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- LinkedIn: [linkedin.com/company/shadowrock](https://www.linkedin.com/company/shadowrock)
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Community model artifacts from our applied-AI work, validated the way we'd want to find them: pinned base revisions, full quantization manifests, raw benchmark JSON alongside every table, and cards that state exactly what was measured and on which hardware.
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Current releases, each grouped in its own collection with the upstream base model:
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- **[Unlimited-OCR](https://huggingface.co/collections/shadowrock-io/unlimited-ocr-community-quantizations-6a83eadafbe3369a2f5ca186)** (Baidu, 3.34B MoE OCR): **FP8** at CER 0.0 vs BF16 and the first calibrated **NVFP4**, mean CER 0.0068.
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- **[LocateAnything-3B](https://huggingface.co/collections/shadowrock-io/locateanything-3b-community-quantizations-6a83eadba7a8cf13c1866134)** (NVIDIA, open-vocabulary grounding): **FP8** and **NVFP4**, benchmarked on a COCO val2017 grounding slice.
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- **[Nemotron-3-Embed-8B](https://huggingface.co/collections/shadowrock-io/nemotron-3-embed-8b-community-quantizations-6a7179e5dc8bda86bc069f73)** (NVIDIA, retrieval): **FP8**, **NVFP4**, and **MLX 4-bit** (Apple Silicon), within 0.008 nDCG@10 of NVIDIA's published RTEB scores.
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## Find us
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- Web: [shadowrock.io](https://shadowrock.io)
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- LinkedIn: [linkedin.com/company/shadowrock](https://www.linkedin.com/company/shadowrock)
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