# jinaai/jina-embeddings-v5-text-nano-retrieval-GGUF

Model from Hugging Face for sentence similarity: jinaai/jina-embeddings-v5-text-nano-retrieval-GGUF · llama.cpp

## Facts

- Type: Embedding
- Task: sentence-similarity
- Framework: llama.cpp
- License: cc-by-nc-4.0 — cc-by-nc-4.0: commercial use is not permitted; non-commercial use and adaptations require attribution. (https://spdx.org/licenses/CC-by-nc-4.0.html)
- Source: https://huggingface.co/jinaai/jina-embeddings-v5-text-nano-retrieval-GGUF
- Hosting: hosted (1 file)
- Files: 1 hosted of 16 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: 1 file, 157 MB
- Full repo upstream: 2.33 GB
- Recommended file: 157 MB (Q4_K_M) · v5-nano-retrieval-Q4_K_M.gguf
- Download: https://huggingbay.xyz/artifact/hf-model-jinaai-jina-embeddings-v5-text-nano-retrieval-gguf/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-jinaai-jina-embeddings-v5-text-nano-retrieval-gguf/download-plan)
- Per-file SHA-256: available for 1 of 1 hosted file via https://huggingbay.xyz/api/artifacts/hf-model-jinaai-jina-embeddings-v5-text-nano-retrieval-gguf/files?limit=100
- 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: 4274
- Stars: 3
- Card completeness: 96%

## Description

External Hugging Face catalog record for jinaai/jina-embeddings-v5-text-nano-retrieval-GGUF. Task: sentence similarity. Library: llama.cpp. Languages: multilingual. Base model: jinaai/jina-embeddings-v5-text-nano. Popularity signal at import: 4,274 downloads and 3 likes.

## Model Card Facts

- Declared license: cc-by-nc-4.0
- Pipeline: sentence-similarity
- Library: llama.cpp
- Base model: jinaai/jina-embeddings-v5-text-nano
- Task categories: sentence-similarity
- Languages: multilingual
- Paper ids: 2602.15547
- File hints: 16 upstream file samples

## Referenced Data

- Paper: 2602.15547

## File Hints

- .gitattributes (2.4 KB)
- README.md (3.2 KB)
- v5-nano-retrieval-F16.gguf (411 MB) LFS
- v5-nano-retrieval-IQ1_M.gguf (97 MB) LFS
- v5-nano-retrieval-IQ1_S.gguf (95 MB) LFS
- v5-nano-retrieval-IQ2_M.gguf (108 MB) LFS
- v5-nano-retrieval-IQ2_XXS.gguf (101 MB) LFS
- v5-nano-retrieval-IQ4_NL.gguf (145 MB) LFS
- v5-nano-retrieval-IQ4_XS.gguf (142 MB) LFS
- v5-nano-retrieval-Q2_K.gguf (124 MB) LFS
- v5-nano-retrieval-Q3_K_M.gguf (137 MB) LFS
- v5-nano-retrieval-Q4_K_M.gguf (150 MB) LFS

## Quality Checklist

- Summary: passed
- Description: passed
- Model card metadata: passed
- License: review
- 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 2026-09-16T22:34:39.877Z.
- Upstream license: cc-by-nc-4.0. Mirror admission policy: permissive (owner policy; no license rights inferred).
- 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-jinaai-jina-embeddings-v5-text-nano-retrieval-gguf
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-jinaai-jina-embeddings-v5-text-nano-retrieval-gguf/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-jinaai-jina-embeddings-v5-text-nano-retrieval-gguf/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-jinaai-jina-embeddings-v5-text-nano-retrieval-gguf/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-jinaai-jina-embeddings-v5-text-nano-retrieval-gguf
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-jinaai-jina-embeddings-v5-text-nano-retrieval-gguf/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-jinaai-jina-embeddings-v5-text-nano-retrieval-gguf&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-jinaai-jina-embeddings-v5-text-nano-retrieval-gguf/decentralized-fallbacks