How does LFM2 VL 450M rank among AI models?
LFM2 VL 450M is a superseded version and is not on the current board as of 10 September 2026. Its archive position, where one exists, is shown on the page; the newer version carries the current rank.
LiquidAI·LiquidAI/LFM2-VL-450M
LFM2 VL 450M weight access is restricted license, from ModelCap classification of published repository metadata as of 10 Sept 2026, 00:20 UTC.
Snapshot facts · download the public dataset · methodology
ModelCap Index · All-versions archive
—
Not scored · 0% support · score interval not available
Superseded by LFM2.5 VL 450M. It no longer holds a current-board position.
OpenRouter endpoint status could not be refreshed. This model is not treated as currently served until a successful observation arrives.
Input
Unlisted
no listed API price
Output
Unlisted
no listed API price
Context
—
tokens
Providers
0
endpoints
Gateway spend
—
latest · Vercel share
Providers
Uptime measured over the last 30 minutesCurrent provider status is unavailable.
Other versions (1)
ModelCap Index · All-versions archive
Methodology—
Not scored · peers unresolved
- 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 · liquidai/LiquidAI/LFM2-VL-450M · aggregates disclosed benchmark configurations · endpoint configuration not claimed · artifact metadata LiquidAI/LFM2-VL-450M@d355d88bf86e5c7054230232120e573ca2238286 (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 2025-08-12
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 policyEstimator abstained
uncertainty-above-gate
- Feature coverage
- 71%
- Training support
- 188 models · 107 lineages
uncertainty-above-gate. This layer predicts from admitted evidence and safe metadata only. It never enters ModelCap Score or rank.
Deployment readiness
Metadata index46.4
partial · 52% metadata coverage
- Artifact reproducibility
- 85.0
- Access & legal clarity
- 92.5
- 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
- Liquidity25%
- 0.0
- Open reach15%
- 50.0
- Freshness5%
- 22.4
OpenRouter weekly popularity across the full model catalogue.
Independent providers versus the model's open or closed cohort, weighted by uptime.
Hugging Face 30-day downloads for open models; neutral for closed models.
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
- 12 Aug 2025
Capabilities
- Not supported: Reasoning
- Not supported: Tool use
- Not supported: Structured output
- Not supported: Response format
- Not supported: Moderated
Weights & access
Restricted license. Downloadable weights use a model-specific or use-restricted license. Review the linked license before use, redistribution, or commercial deployment.
- Access
- Restricted license
- Licence
- lfm1.0
- Pinned revision
- d355d88bf86e
- Parameters
- 450.8M
- Architecture
- Lfm2VlForConditionalGeneration
- Model type
- lfm2_vl
- Hugging Face downloads (30d)
- 15K
- Downloads (all time)
- 578K
- Likes
- 151
- Repository
- LiquidAI/LFM2-VL-450M
- Repository updated
- 29 Jun 2026, 08:51 UTC
LFM2 VL 450M: common questions
How much does LFM2 VL 450M cost per 1M tokens?
No live API price is listed for LFM2 VL 450M in the current snapshot as of 10 September 2026 because the latest endpoint refresh was unavailable. ModelCap shows a price only when a provider currently lists one.
Is LFM2 VL 450M open-weight?
Restricted license (lfm1.0). Downloadable weights use a model-specific or use-restricted license. Review the linked license before use, redistribution, or commercial deployment. The repository is LiquidAI/LFM2-VL-450M on Hugging Face.
When was LFM2 VL 450M released?
LFM2 VL 450M first appeared in the catalogue on 12 Aug 2025. It has since been superseded by LFM2.5 VL 450M. Rank and price movements since then are recorded on the site's changes feed.