# Qwen/Qwen3-Embedding-4B

This model is a text embedding model with support for more than 100 languages and an embedding dimension up to 2560. It supports sequence length of 32K, multiple output dimensions from 32 to 2560, and instruction aware embedding use.

## Cite this

- Page: https://huggingbay.xyz/artifact/hf-model-qwen-qwen3-embedding-4b
- Citation: Qwen/Qwen3-Embedding-4B. The Hugging Bay model record. https://huggingbay.xyz/artifact/hf-model-qwen-qwen3-embedding-4b (retrieved 2026-11-13).
- 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-qwen-qwen3-embedding-4b/files?limit=100. How checks work: https://huggingbay.xyz/verification

## Facts

- Type: Embedding
- Task: feature-extraction
- Framework: sentence-transformers
- License: apache-2.0: Permissive open license: commercial use, modification, and redistribution are permitted. (https://spdx.org/licenses/Apache-2.0.html)
- Source: https://huggingface.co/Qwen/Qwen3-Embedding-4B
- Hosting: hosted (13 files)
- Files: 13 hosted of 14 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: 13 hosted of 14 listed
- Full repo upstream: 8.06 GB
- Recommended file: 8.04 GB (2 files)
- Download: https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-embedding-4b/download-plan (download plan: https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-embedding-4b/download-plan)
- Per-file SHA-256: available for 13 of 13 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-embedding-4b/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: 2446340
- Stars: 291
- Card completeness: 88%

## Description

This model is a text embedding model with support for more than 100 languages and an embedding dimension up to 2560. It supports sequence length of 32K, multiple output dimensions from 32 to 2560, and instruction aware embedding use.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: feature-extraction
- Library: sentence-transformers
- Task categories: feature-extraction

## Quality Checklist

- Summary: passed
- Description: passed
- Model card metadata: thin
- 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 2026-07-01T22:45:29.702Z.
- Open license detected as apache-2.0.
- 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-qwen-qwen3-embedding-4b
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-embedding-4b/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-embedding-4b/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-embedding-4b/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-qwen-qwen3-embedding-4b
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-embedding-4b/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-qwen-qwen3-embedding-4b&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-embedding-4b/decentralized-fallbacks