# nvidia/llama-nv-embed-reasoning-3b

Model from Hugging Face for feature extraction: nvidia/llama-nv-embed-reasoning-3b · transformers

## Cite this

- Page: https://huggingbay.xyz/artifact/hf-model-nvidia-llama-nv-embed-reasoning-3b
- Citation: nvidia/llama-nv-embed-reasoning-3b. The Hugging Bay model record. https://huggingbay.xyz/artifact/hf-model-nvidia-llama-nv-embed-reasoning-3b (retrieved 2026-11-14).
- Check a downloaded file: run `shasum -a 256 <file>` (macOS), `sha256sum <file>` (Linux) or `Get-FileHash -Algorithm SHA256 <file>` (Windows), then compare with that file's SHA-256 at https://huggingbay.xyz/api/artifacts/hf-model-nvidia-llama-nv-embed-reasoning-3b/files?limit=100. How checks work: https://huggingbay.xyz/verification

## Facts

- Type: Embedding
- Task: feature-extraction
- Framework: transformers
- License: cc-by-4.0: cc-by-4.0: commercial use, modification, and redistribution are permitted with attribution. (https://huggingface.co/nvidia/llama-nv-embed-reasoning-3b/blob/main/LICENSE)
- Source: https://huggingface.co/nvidia/llama-nv-embed-reasoning-3b
- Hosting: hosted (9 files)
- Files: 9 hosted of 16 listed
- Needs its own code to run: Tagged custom_code on its source page. Plain llama.cpp, Ollama and LM Studio commands are not offered for this model unless a GGUF file is listed.
- File counts: "listed" is every file in the source repository; only hosted files download from Hugging Bay, and the download plan lists the files it selects for one download, so its count can differ.
- Hosted here: 9 hosted of 16 listed
- Full repo upstream: 6.44 GB
- Recommended file: 6.43 GB (2 files)
- Parameters: 3B
- Download: https://huggingbay.xyz/api/artifacts/hf-model-nvidia-llama-nv-embed-reasoning-3b/download-plan (download plan: https://huggingbay.xyz/api/artifacts/hf-model-nvidia-llama-nv-embed-reasoning-3b/download-plan)
- Per-file SHA-256: available for 9 of 9 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-nvidia-llama-nv-embed-reasoning-3b/files?limit=100
- Availability: Ready
- Downloadable: yes
- Run-ready: no (Hugging Bay has not certified a run path for this model; hosted bytes are downloadable and hash-checkable only)
- Peer-assisted fallbacks: 0 verified, 0 pending review
- Downloads: 1890
- Stars: 22
- Card completeness: 93%

## Description

External Hugging Face catalog record for nvidia/llama-nv-embed-reasoning-3b. Task: feature extraction. Library: transformers. Datasets referenced by card metadata: xlangai/BRIGHT. Popularity signal at import: 2,350 downloads and 22 likes.

## Model Card Facts

- Declared license: cc-by-4.0
- Pipeline: feature-extraction
- Library: transformers
- Task categories: feature-extraction
- Referenced datasets: xlangai/BRIGHT
- File hints: 16 upstream file samples

## Referenced Data

- Dataset: xlangai/BRIGHT

## File Hints

- .gitattributes (1.5 KB)
- CONTRIBUTING.md (2.1 KB)
- LICENSE (30 KB)
- NOTICE (123 B)
- README.md (17 KB)
- THIRD_PARTY_NOTICES.md (25 KB)
- config.json (1.0 KB)
- eval_bright.py (3.8 KB)
- llama_bidirectional_model.py (8.8 KB)
- model-00001-of-00002.safetensors (4.6 GB) LFS
- model-00002-of-00002.safetensors (1.4 GB) LFS
- model.safetensors.index.json (19 KB)

## Quality Checklist

- Summary: passed
- Description: passed
- Model card metadata: passed
- License: passed
- Provenance: passed
- File inventory: passed
- Hosted bytes: passed
- Scan result: passed
- Manifest signature: passed

## Safety Notes

- External catalog metadata imported from Hugging Face public API on 2026-09-22T09:47:32.137Z.
- Open license detected as cc-by-4.0.
- Model card references dataset context: xlangai/BRIGHT.
- Not a run kit: hosted, hash-checked bytes only; run readiness is not certified for this model yet.

## Actions

- Web: https://huggingbay.xyz/artifact/hf-model-nvidia-llama-nv-embed-reasoning-3b
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-nvidia-llama-nv-embed-reasoning-3b/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-nvidia-llama-nv-embed-reasoning-3b/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-nvidia-llama-nv-embed-reasoning-3b/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-nvidia-llama-nv-embed-reasoning-3b
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-nvidia-llama-nv-embed-reasoning-3b/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-nvidia-llama-nv-embed-reasoning-3b&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-nvidia-llama-nv-embed-reasoning-3b/decentralized-fallbacks