Models/Qwen3 Embedding · 0.6B

Text / Qwen

Qwen3 Embedding · 0.6B

Open-weight text embedding model for local semantic search. It encodes queries and documents into vectors; it does not generate chat responses.

Verified sourceSource checked 9/29/2026

LOCALRENTED GPUOPEN WEIGHTS

Freshness 15 out of 100. Repository age: 499 days old, Jun 3, 2025. Measures age, not quality.

Popularity 92 out of 100. 8,605,583 downloads in 30 days; 1,291 lifetime likes. Checked Oct 15, 2026. Measures adoption, not quality.

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Two ways to compare models. Neither score measures answer quality, benchmark performance, or whether a model fits your machine.

Freshness · release age

A new release starts at 100. The score halves every 180 days: 100 × 2^(−age in days / 180). When the release date is unavailable, a repository date is a fallback—not proof of when the model was released. Missing dates stay unscored.

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Popularity · adoption

Downloads over the past 30 days carry 80% of the score; lifetime likes carry 20%. Both use a logarithmic scale, capped at 10 million downloads and 100,000 likes. If likes are unavailable, downloads carry all the weight. Missing download statistics stay unscored.

round(80 × min(1, log10(1 + downloads) / 7) + 20 × min(1, log10(1 + likes) / 5))

Check the statistics source

Scores as of Oct 15, 2026. Statistics checked Oct 15, 2026. Statistics are marked for refresh after 72 hours.Full scoring method

WORKFLOWS FOR THIS MODEL 1

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Build private search with Qwen3 Embedding

Build a local browser search tool for your text and Markdown documents. Get ranked source passages, keep a reusable index, and export results for the reranking workflow.

Freshness 15 out of 100. Repository age: 499 days old, Jun 3, 2025. Measures age, not quality.

Sentence TransformersGradio

1 packagemacOS / Windows / Linux

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At a glance

Parameters: 0.6B
Context length: 32K
License: Apache 2.0
Software: Sentence Transformers

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MY HARDWARE

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Best for

Build private semantic search over local documents.

Ways to run it

Sentence Transformers · Windows, macOS, Linux

Official instructions

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EMBEDDINGSFEATURE-EXTRACTIONSEMANTIC-SEARCHSENTENCE-SIMILARITY

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Prism ML

Bonsai 2 · 27B

A compressed 27B-class reasoning model with publisher-provided GGUF packs and a dedicated llama.cpp fork for CUDA, Metal, and CPU.

Freshness 90 out of 100. Release age: 28 days old, Sep 17, 2026. Measures age, not quality.

MODEL SIZE27.36B

LOCALRENTED GPU

Released Sep 17, 2026

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DeepSeek

DeepSeek V4.1 Flash

A multimodal reasoning model with a compressed key-value cache, published as open weights.

Freshness 87 out of 100. Repository age: 35 days old, Sep 10, 2026. Measures age, not quality.

Arena Open Source Text: rank 5 of 225. Ranked model: deepseek-v4.1-flash-max. Export dated Oct 13, 2026. Source checked Oct 15, 2026. Human preference ranking, not hardware suitability.+3

LOCALRENTED GPU

Repository opened Sep 10, 2026

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Qwen

Qwen3.8

Explore 4 versions of Qwen3.8. Compare model sizes, packages, hardware requirements, and available setups.

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LOCALRENTED GPU

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