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QwenReleased Jan 7, 2026

Qwen: Qwen3-VL-Reranker 8B

qwen/qwen3-vl-reranker-8bHugging FaceRerankimage-text-to-textmultimodal rerankqwen3_vltext-rankingtext rerank

Input
$0.002
Per million input tokens
Context
33K
Largest endpoint
Modality
Text + Image + Video → Rerank
textimagevideorerank

Providers

Live endpoints for this model. Response is the time from request to result; uptime is measured over the last day and week. Nothing here streams, so there is no first token to time and no token rate to report.

ProviderContextInputCache readResponseCapacityUptime 1dUptime 7dHealthData
Consensus Protocolbf1690% offUS33K$0.002$0.0005257ms30m4/4 free100.0%99.9%HealthyZDR
ImpCCbf1690% offCA33K$0.002—105ms30m8/8 free100.0%99.9%HealthyZDR

Pricing

USD per million tokens.

ProviderInputCache read
Consensus Protocolbf1690% off$0.002$0.0005
ImpCCbf1690% off$0.002—

Price history

Input price · USD per million tokens

Performance

Percentiles cover the labelled window: the last 30 minutes when it has enough samples, otherwise the last day. Response is the time in seconds from request to result. This model answers whole rather than streaming, so there is no first token to time and no rate between tokens to report — response time is the whole measurement there is.

ProviderResponse p50p75p90p99
Consensus Protocolbf16257ms30m437ms563ms563ms
ImpCCbf16105ms30m137ms257ms257ms

Uptime

Share of successful requests and probes over the last day and week.

  • Consensus Protocolbf16
    1d 100.0%7d 99.9%Healthy
  • ImpCCbf16
    1d 100.0%7d 99.9%Healthy

Availability by hour · last 7 days

Share of successful requests and probes per hour and provider. The line spans hours with nothing to measure; where samples are sparse, a dot marks each hour actually measured.

Activity

Tokens scored per UTC day over the last 30 days. Every billed request counts, the platform's own paid probe traffic included.

Tokens scored28.1Mlast 30 days
Quickstart
curl https://api-staging.impossiblecarrot.cc/api/v1/rerank \  -H "Authorization: Bearer $HEIMDALL_API_KEY" \  -H "Content-Type: application/json" \  -d '{    "model": "qwen/qwen3-vl-reranker-8b",    "query": "How many legs does a spider have?",    "documents": [      "A spider has eight legs.",      "The Danube flows through ten countries.",      "Bread dough rises because yeast releases carbon dioxide."    ]  }'

Set HEIMDALL_API_KEY to a key from your account. See the quickstart for routing suffixes and provider preferences.

About

The Qwen3-VL-Embedding and Qwen3-VL-Reranker model series are the latest additions to the Qwen family, built upon the recently open-sourced and powerful Qwen3-VL foundation model. Specifically designed for multimodal information retrieval and cross-modal understanding, this suite accepts diverse inputs including text, images, screenshots, and videos, as well as inputs containing a mixture of these modalities.

Author
Qwen
Family
qwen/qwen3-vl-reranker-8b
Parameters
cache_salt (text), chat_template_kwargs (object), instruction (text), max_tokens_per_doc (≥0), max_tokens_per_query (≥0), return_documents (true/false), top_n (≥1), truncate_prompt_tokens (≥1), truncation_side (left, right), use_activation (true/false)
Licence
apache-2.0
Size
8.8B parameters, BF16 weights
Tokenizer
—
Available until
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From the model card

What the repository states about these weights, read from Qwen/Qwen3-VL-Reranker-8B on Oct 11, 2026.

Languages
—
Datasets
—
Revision
b212dc8Apr 16, 2026
Downloads
—
Likes
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