Models/Qwen3 Reranker · 0.6B

Text / Qwen

Qwen3 Reranker · 0.6B

Open-weight text reranker for rescoring candidate search results locally. It ranks passages for a query; it is not a chat model.

Verified sourceSource checked 9/29/2026

LOCALRENTED GPUOPEN WEIGHTS

Freshness 14 out of 100. Repository age: 504 days old, May 29, 2025. Measures age, not quality.

Popularity 81 out of 100. 1,608,348 downloads in 30 days; 416 lifetime likes. Checked Oct 15, 2026. Measures adoption, not quality.

What do these scores mean?

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.

Check the date source

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

What do you want to do?

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MAKE IT PERSONALChoose your hardware

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Improve local search with Qwen3 Reranker

Compare the same search candidates before and after reranking. Use a supplied example or upload the results from your private document search, then export the improved order.

Freshness 14 out of 100. Repository age: 504 days old, May 29, 2025. Measures age, not quality.

Sentence TransformersGradio

1 packagemacOS / Windows / Linux

Open setup guide

Open a guide for its software, hardware requirements, and setup steps.

At a glance

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

View the model source

MY HARDWARE

Will it run on your machine?

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Best for

Rescore local document-search candidates and inspect the ranked result.

Ways to run it

Transformers · Windows, macOS, Linux

Official instructions

Explore its uses

RERANKINGTEXT-RANKINGSEMANTIC-SEARCH

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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.

4 versionsCompare sizes & formats

LOCALRENTED GPU

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