zen-embedding-8B / README.md
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metadata
license: apache-2.0
base_model: Qwen/Qwen3-Embedding-8B
library_name: sentence-transformers
pipeline_tag: feature-extraction
language:
  - en
  - zh
tags:
  - zen
  - zen-embedding
  - zenlm
  - hanzo
  - embedding
  - sentence-transformers
  - retrieval

Zen Embedding 8B

8B-parameter text-embedding model for retrieval-augmented generation, semantic search, and dense retrieval. Part of the Zen embedding line.

Repackaged from Qwen/Qwen3-Embedding-8B (apache-2.0, Alibaba Qwen). Native HuggingFace safetensors, re-hosted under the Zen embedding line. Not trained from scratch — a permissively-licensed redistribution for the OSS-clean Zen model line.

Usage

from sentence_transformers import SentenceTransformer

model = SentenceTransformer("zenlm/zen-embedding-8B")
emb = model.encode(["The weather is lovely today.", "It's so sunny outside!"])
print(model.similarity(emb, emb))

Hosted via the Hanzo gateway (api.hanzo.ai) as zen-embedding-8b.

GGUF build for CPU inference: zenlm/zen-embedding-8B-GGUF.

License

apache-2.0. Upstream: Qwen/Qwen3-Embedding-8B by Alibaba Qwen. This repository redistributes the weights under the same license.