Octen/Octen-Embedding-8B

sentence-similarity model by Octen

Older snapshot: check the original source for current information.

From the publisher

Model card & documentation

Source preview

Read the publisher’s intended use, setup instructions, evaluations and limitations. The original model card is the source of truth.

[](https://discord.gg/Y3Yq5qxk7h) Octen-Embedding-8B is a text embedding model developed by Octen for semantic search and retrieval tasks. This model is fine-tuned from Qwen/Qwen3-Embedding-8B and supports multiple languages, providing high-quality embeddings for various applications. Model Family Design: For API access, deployment solutions, and technical documentation, visit octen.ai. Join our Discord community for questions, feedback, and the latest updates. When encoding documents without any instruction prefix, you may encounter unexpected behavior due to an upstream issue in Qwen3-Embedding. To avoid this issue, we recommend adding "- " (dash followed by space) at the beginning of your…

Octen/Octen-Embedding-8B on Hugging Face A short preview, not the full document.

Read the full model card ↗ · Preview checked 2026-10-30T20:49:08.954Z

Inside the original model card — Document outline

Headings are captured from the source. Links open the publisher’s document, not a locally hosted copy.

Links from the model card

References supplied by the publisher, not independently verified endorsements. Check the destination before downloading files or entering credentials.

Apache License 2.0

Documentation belongs to its respective authors. Reported project/model license: apache-2.0. A listing is not a grant of reuse or training rights. Confirm the document’s own terms at the source.

Model overview

Octen/Octen-Embedding-8B is a sentence-similarity model repository published by Octen on Hugging Face. The source reports the sentence-transformers library.

This page summarizes Hub metadata. For intended use, training data, evaluation results and limitations, consult the original model card.

Model facts

Task: sentence-similarity
Library: sentence-transformers
Recent downloads (30 days): 150,721
Cumulative likes: 194
Hugging Face trending score: 0
Reported safetensors parameters: 7,567,295,488
Architecture: Qwen3Model
License: apache-2.0
Access: Not gated by Hugging Face
Created: 2025-12-23T08:14:22.000Z
Last modified: 2026-10-10T06:46:47.000Z

Compatibility and lineage

Reported languages: en, zh, multilingual

Reported base models: Qwen/Qwen3-Embedding-8B

Parameter count is not a RAM/VRAM requirement. Check precision, quantization, context length and runtime compatibility in the model card; no hardware or API-cost claim is inferred here.

Use and evaluate

Check license terms and access requirements first. Review the model card’s documented loading instructions, evaluations and safety limitations. Benchmark scores are not imported by this directory, and popularity is not an accuracy ranking.

No model weights are downloaded or executed by AltAPIs. Never enable remote model code without reviewing it.

Model card and usage instructions

Model files and configuration

Community discussion

Source and freshness

Source: Hugging Face Hub. Metadata observed 2026-10-23T06:49:03.673Z. Daily imports are snapshots, not real-time monitoring.

Popularity and source listings do not establish security, suitability, licensing rights or benchmark performance.

Open original source

Related models

sentence-transformers/all-MiniLM-L6-v2

sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2

BAAI/bge-m3

sentence-transformers/all-mpnet-base-v2

nomic-ai/nomic-embed-text-v1.5

intfloat/multilingual-e5-small