Sentence Similarity
Safetensors
vllm
ministral3
nvfp4
modelopt
fp4
blackwell
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)
8-bit precision
Download NOTICE from shadowrock-io/Nemotron-3-Embed-8B-Community-NVFP4: direct link, hf CLI and curl.
- Browser
- Download file 1.84 kB
-
https://huggingface.co/shadowrock-io/Nemotron-3-Embed-8B-Community-NVFP4/resolve/beb65995000d1ce7b17df3c32ce35cd2a25d2bb2/NOTICE
- Command line
-
hf download hf://shadowrock-io/Nemotron-3-Embed-8B-Community-NVFP4@beb65995000d1ce7b17df3c32ce35cd2a25d2bb2/NOTICE
-
curl -L -o NOTICE https://huggingface.co/shadowrock-io/Nemotron-3-Embed-8B-Community-NVFP4/resolve/beb65995000d1ce7b17df3c32ce35cd2a25d2bb2/NOTICE
1.84 kB
| mistralai/Ministral-3-8B-Instruct-2512 is licensed under the Apache-2.0 License. | |
| - You must cause any modified files to carry prominent notices stating that You changed the files. | |
| - You must retain, in the Source form of any Derivative Works that You distribute, all copyright, patent, trademark, and attribution notices from the Source form of the Work, excluding those notices that do not pertain to any part of the Derivative Works. | |
| - If the Work includes a "NOTICE" text file as part of its distribution, then any Derivative Works that You distribute must include a readable copy of the attribution notices contained within such NOTICE file, excluding those notices that do not pertain to any part of the Derivative Works, in at least one of the following places: within a NOTICE text file distributed as part of the Derivative Works; within the Source form or documentation, if provided along with the Derivative Works; or within a display generated by the Derivative Works, if and wherever such third-party notices normally appear. The contents of the NOTICE file are for informational purposes only and do not modify the License. You may add Your own attribution notices within Derivative Works that You distribute, alongside or as an addendum to the NOTICE text from the Work, provided that such additional attribution notices cannot be construed as modifying the License. | |
| --- | |
| Modifications (ShadowRock, 2026-08): post-training quantization of | |
| nvidia/Nemotron-3-Embed-8B-BF16 revision 8ca3ff382cf1de715e05acac8b553e0a084680d0 | |
| to NVFP4 (FP4 weights with per-block FP8 scales) using NVIDIA TensorRT Model | |
| Optimizer (nvidia-modelopt), calibrated on public data (MS MARCO/MIRACL train | |
| splits, IDs published); weights transformed, architecture and tokenizer unchanged. | |
| Modified files: model weight shards, config quantization sections. | |