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ModelCap

UI Venus Ground 7B

Official publisher releaseOpen weights

InclusionAI·inclusionAI/UI-Venus-Ground-7B

UI Venus Ground 7B weight access is open weights, from ModelCap classification of published repository metadata as of 12 Sept 2026, 20:59 UTC.

Snapshot facts · download the public dataset · methodology

ModelCap Index · Current board
Not scored · 0% support · score interval not available
Market Gravity
8.6
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.

Reported evaluation leads (27)

Not independent measurement

Structured rows reported in this exact model repository at the pinned revision below. They are the publisher talking about itself: never measured evidence, never a score input on their own. They remain quarantined until dataset revision, harness, configuration and identity pass ModelCap’s independent admission review.

Dataset / taskMetricValueRevisionProvenance
likaixin/ScreenSpot-Pro
overall
50.8
Unpinned
not published
Reported
Quarantined
likaixin/ScreenSpot-Pro
android_studio_macos
43.8
Unpinned
not published
Reported
Quarantined
likaixin/ScreenSpot-Pro
autocad_windows
52.9
Unpinned
not published
Reported
Quarantined
likaixin/ScreenSpot-Pro
blender_windows
47.9
Unpinned
not published
Reported
Quarantined
likaixin/ScreenSpot-Pro
davinci_macos
45.5
Unpinned
not published
Reported
Quarantined
likaixin/ScreenSpot-Pro
eviews_windows
92
Unpinned
not published
Reported
Quarantined
likaixin/ScreenSpot-Pro
excel_macos
46.9
Unpinned
not published
Reported
Quarantined
likaixin/ScreenSpot-Pro
fruitloops_windows
35.1
Unpinned
not published
Reported
Quarantined
likaixin/ScreenSpot-Pro
illustrator_windows
9.7
Unpinned
not published
Reported
Quarantined
likaixin/ScreenSpot-Pro
inventor_windows
52.9
Unpinned
not published
Reported
Quarantined
likaixin/ScreenSpot-Pro
linux_common_linux
46
Unpinned
not published
Reported
Quarantined
likaixin/ScreenSpot-Pro
macos_common_macos
41.5
Unpinned
not published
Reported
Quarantined
likaixin/ScreenSpot-Pro
matlab_macos
62.4
Unpinned
not published
Reported
Quarantined
likaixin/ScreenSpot-Pro
origin_windows
29
Unpinned
not published
Reported
Quarantined
likaixin/ScreenSpot-Pro
photoshop_windows
51
Unpinned
not published
Reported
Quarantined
likaixin/ScreenSpot-Pro
powerpoint_windows
63.4
Unpinned
not published
Reported
Quarantined
likaixin/ScreenSpot-Pro
premiere_windows
40.4
Unpinned
not published
Reported
Quarantined
likaixin/ScreenSpot-Pro
pycharm_macos
51.3
Unpinned
not published
Reported
Quarantined
likaixin/ScreenSpot-Pro
quartus_windows
44.4
Unpinned
not published
Reported
Quarantined
likaixin/ScreenSpot-Pro
solidworks_windows
36.4
Unpinned
not published
Reported
Quarantined

Showing 20 of 27 rows.

ModelCap Index · Current board

Methodology
Not scored · placement uncalibrated
Public rank basis
Not scored (abstained)
Index support
0.0% · not applicable
Index interval
Not available
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 · inclusionai/inclusionAI/UI-Venus-Ground-7B · aggregates disclosed benchmark configurations · endpoint configuration not claimed · artifact metadata inclusionAI/UI-Venus-Ground-7B@cfc2528ca559c48ccbe230f77620fec2186f99f0 (not the evaluation revision)
Index observations used
0
Architecture fallback
abstained · 0% coverage · 0 anchors
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)
Surface (context / tools / modalities)
15.0
Freshness
22.4
  • · Catalogue: modalities Text/Image
  • · First seen 2025-08-15

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
37.8
19.0–56.6 uncertainty interval
Excluded from rank
Confidence
68%
Training support
194 models · 110 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
47.9
partial · 52% metadata coverage
Not capability
Artifact reproducibility
85.0
Access & legal clarity
100.0
Deployability
8.0
Evaluation provenance
0.0

Missing: artifactReproducibility.base-lineage, deployability.independent-provider-records, deployability.measured-provider-uptime, deployability.published-provider-pricing, 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
8.6
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%
50.0

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

Freshness5%
22.4

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

Specification

Context window
tokens
Max output
Inputs
Text, Image
Outputs
Text
Tokenizer
Cached input tokens
Not offered
First seen on OpenRouter
15 Aug 2025

Capabilities

  • Not supported: Reasoning
  • Not 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
apache-2.0
Pinned revision
cfc2528ca559
Parameters
8.3B
Architecture
Qwen2_5_VLForConditionalGeneration
Model type
qwen2_5_vl
Hugging Face downloads (30d)
Downloads (all time)
Likes
Repository updated
19 Aug 2025, 02:51 UTC

Metadata status: stale · HTTP 429.

UI Venus Ground 7B: common questions

How does UI Venus Ground 7B rank among AI models?

UI Venus Ground 7B has no public ModelCap Index position as of 12 September 2026: the snapshot lacks enough matched benchmark evidence, or the identity match is unresolved. Its catalogue facts (price, context, providers) are shown without a rank.

How much does UI Venus Ground 7B cost per 1M tokens?

No live API price is listed for UI Venus Ground 7B in the current snapshot as of 12 September 2026 because the latest endpoint refresh was unavailable. ModelCap shows a price only when a provider currently lists one.

Is UI Venus Ground 7B open-weight?

Open weights (apache-2.0). 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 inclusionAI/UI-Venus-Ground-7B on Hugging Face.

When was UI Venus Ground 7B released?

UI Venus Ground 7B first appeared in the catalogue on 15 Aug 2025. It is the current version in its family. Rank and price movements since then are recorded on the site's changes feed.