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ModelCap

Qwen SEA LION v4 32B IT

Current board #143Official publisher releaseOpen weights

Aisingapore·aisingapore/Qwen-SEA-LION-v4-32B-IT

Qwen SEA LION v4 32B IT is ModelCap current-board rank #143 with Index 36.4 (Modeled · lineage), from the ModelCap Index as of 22 Sept 2026, 03:10 UTC.

Qwen SEA LION v4 32B IT weight access is open weights, from ModelCap classification of published repository metadata as of 22 Sept 2026, 03:10 UTC.

Snapshot facts · download the public dataset · methodology

ModelCap Index · Current board
36.4#143
Inherited · 22% support · score interval 19.5–53.3
No admitted evaluation publication timestamp yet
Market Gravity
10.5Decreased by 0.2
Secondary market signal

OpenRouter endpoint status could not be refreshed. This model is not treated as currently served until a successful observation arrives.

Input
Self-hosted
weights only · no listed API price
Output
Self-hosted
weights only · no listed API price
Context
tokens
Providers
0
endpoints
Gateway spend
latest · Vercel share

Providers

Uptime measured over the last 30 minutes

Current provider status is unavailable.

Hugging Face Inference Providers

Exact repository identity

Provider economics and telemetry published by the Hugging Face Router. These are operational signals, not benchmark results.

ProviderInputOutputContextTTFTThroughputFeatures
publicai
live
$0.25$0.503027 ms41.4 tok/stools · structured
featherless-ai
live

ModelCap Index · Current board

Methodology
36.4
Modeled · lineage · finetune of qwen/qwen3-32b · finetune (100%)
Current board
#143
Public rank basis
Modeled · lineage (lineage)
Index support
22.1% · limited
Index interval
19.5–53.3
Rank posterior
Not available
Top 5 / Top 10 probability
Not available / Not available
Posterior as of
Snapshot timestamp unavailable
Evidence as of
No admitted evaluation publication timestamp
Identity binding
Exact catalogue product · aisingapore/aisingapore/Qwen-SEA-LION-v4-32B-IT · aggregates disclosed benchmark configurations · endpoint configuration not claimed · artifact metadata aisingapore/Qwen-SEA-LION-v4-32B-IT@f1169f468d67c46c1019299e67b9a57268f11cc2 (not the evaluation revision)
Index observations used
0
Qualified Index evidence point
36.4
Verified lineage
qwen/qwen3-32b · minus 1.2 ( finetune)
How this position was produced · fused launch placement

No general-family board lists this model yet. Its point estimate is the precision-weighted mean of every channel that spoke for it; each channel’s share is the weight it carried. Independent measurements replace this placement as boards list the model.

Fused estimate
36.4 ± 13.2
Independent share
0%
Shrink toward corpus
0.0
Optimism haircut
None applied
Method
precision-weighted-v1
Channels fused into this model’s launch placement
ChannelEstimateShare
Verified lineage · not independent
finetune of qwen/qwen3-32b · finetune
36.4 ± 13.2100%
Bayesian Evidence Score · measured evidence input only

BES normalizes admitted public benchmark evidence for measured Index rows. Its legacy score and observables prior do not define the public language rank.

Observed capability
Evidence status
No admitted measured evidence
General preference
Coding
Agents & tools
Reasoning
Evidence breadth
0%
Evidence coverage
0%
Market and catalogue signals · secondary, never the language Index rank
Usage (OpenRouter popularity)
Liquidity (providers × uptime)
Open reach (HF downloads)
61.0
Surface (context / tools / modalities)
20.0
Freshness
27.3
  • · HF 30d downloads 1021
  • · Catalogue: tools
  • · First seen 2025-10-16

These adoption and deployment observations remain context only. They do not change this model's ModelCap Index score or rank.

The bounded 0–100 capability score blends each source’s competitive placement with its published achievement, then combines capability families. Evidence breadth adds a modest uncertainty adjustment; price and popularity are not part of benchmark-led rank.

Experimental capability estimate

Estimate policy
27.5
9.0–46.0 uncertainty interval
Excluded from rank
Confidence
67%
Training support
209 models · 120 lineages
Out-of-domain check
in domain
Feature coverage
71%
Lineage-held-out error
10.0 MAE

Experimental estimate. This layer predicts from admitted evidence and safe metadata only. It never enters ModelCap Score or rank.

Deployment readiness

Metadata index
64.3
partial · 70% metadata coverage
Not capability
Artifact reproducibility
100.0
Access & legal clarity
100.0
Deployability
47.5
Evaluation provenance
0.0

Missing: deployability.measured-provider-uptime, deployability.declared-capacity, evaluationProvenance.admitted-evaluation-observations, evaluationProvenance.capability-family-breadth, evaluationProvenance.evaluation-source-diversity, evaluationProvenance.identity-and-source-confidence, evaluationProvenance.evaluation-dataset-revisions.

A metadata completeness and deployability index—not a safety certification, quality grade, or production-readiness claim.

Market activity

Venue coverage
Market Gravity
10.5
OpenRouter weekly popularity
Not listed

Market Gravity uses OpenRouter’s full-catalogue popularity order. Sparse Vercel top-ten observations appear only when published and do not affect the score.

Arena preference

No matched Arena rating

This model is visible because it is available in the live catalogue, but it has no trustworthy community result yet. ModelCap does not infer a quality score from price, features, or market activity.

Market Gravity breakdown

Usage55%
0.0

OpenRouter weekly popularity across the full model catalogue.

Liquidity25%
0.0

Independent providers versus the model's open or closed cohort, weighted by uptime.

Open reach15%
61.0

Hugging Face 30-day downloads for open models; neutral for closed models.

Freshness5%
27.3

Time since first public availability, on a six-month half-life.

Specification

Context window
tokens
Max output
Inputs
Text
Outputs
Text
Tokenizer
Cached input tokens
Not offered
First seen on OpenRouter
16 Oct 2025

Capabilities

  • Not supported: Reasoning
  • Supported: Tool use
  • Not supported: Structured output
  • Not supported: Response format
  • Not supported: Moderated

Weights & access

Open weights. Downloadable weights are published under an OSI or free-culture license in the current repository metadata. This describes weight availability, not whether the full training stack qualifies as Open Source AI.

Access
Open weights
Licence
mit
Pinned revision
f1169f468d67
Parameters
32.8B
Architecture
Qwen3ForCausalLM
Model type
qwen3
Hugging Face downloads (30d)
1K
Downloads (all time)
22K
Likes
8
Repository updated
25 Aug 2026, 00:04 UTC
Base lineage
Qwen/Qwen3-32B

Compare Qwen SEA LION v4 32B IT with

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Ranked neighbours

Models within 3 places of #143 on the ModelCap Index.

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The same publisher's other current models with a public Index position.

Qwen SEA LION v4 32B IT: common questions

How does Qwen SEA LION v4 32B IT rank among AI models?

Qwen SEA LION v4 32B IT holds ModelCap Index position #143 of 248 ranked language models as of 22 September 2026, with an Index score of 36.4 (interval 19.5–53.3); evidence: modeled · lineage. The Index combines public benchmark boards with published uncertainty; the methodology page explains the weighting.

How much does Qwen SEA LION v4 32B IT cost per 1M tokens?

No live API price is listed for Qwen SEA LION v4 32B IT in the current snapshot as of 22 September 2026 because the latest endpoint refresh was unavailable. ModelCap shows a price only when a provider currently lists one.

Is Qwen SEA LION v4 32B IT open-weight?

Open weights (mit). Downloadable weights are published under an OSI or free-culture license in the current repository metadata. This describes weight availability, not whether the full training stack qualifies as Open Source AI. The repository is aisingapore/Qwen-SEA-LION-v4-32B-IT on Hugging Face.

Which benchmarks has Qwen SEA LION v4 32B IT been evaluated on?

Qwen SEA LION v4 32B IT's Index position rests on the evidence listed on this page; it has no result on the public boards ModelCap tracks as separate leaderboards as of 22 September 2026. The evidence panel names each source and its publication date.

How does Qwen SEA LION v4 32B IT compare with GDN primed HQwen3 32B Instruct?

Qwen SEA LION v4 32B IT ranks #143 (Index 36.4) and GDN primed HQwen3 32B Instruct ranks #144 (Index 36.4) on the ModelCap Index as of 22 September 2026. The head-to-head page lines up their benchmarks, listed prices, context windows and provider counts side by side.

When was Qwen SEA LION v4 32B IT released?

Qwen SEA LION v4 32B IT first appeared in the catalogue on 16 Oct 2025. It is the current version in its family. Rank and price movements since then are recorded on the site's changes feed.