InclusionAI·#111 of 351 on the current board
Ling 3.0 Flash Fin is a language model from InclusionAI. It ranks #111 of 351 on ModelCap's current board, with an Index score of 51.5, carried over from the model it is built on. Its score range of 28.7–74.3 spans positions #30–#234. It reads up to 262K tokens of context, and its weights are openly downloadable.
Figures as of 18 Oct 2026, 03:24 UTC · download the public dataset · methodology
No provider is currently serving this model.
Provider economics and telemetry published by the Hugging Face Router. These are operational signals, not benchmark results.
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.
BES normalizes admitted public benchmark evidence for measured Index rows. Its legacy score and observables prior do not define the public language rank.
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 estimate. This layer predicts from admitted evidence and safe metadata only. It never enters ModelCap Score or rank.
Not yet published: measured provider uptime, admitted benchmark results, results across several capability areas, results from more than one source, a confident match to its benchmark entries, pinned evaluation dataset versions.
A metadata completeness and deployability index—not a safety certification, quality grade, or production-readiness claim.
Market Gravity uses OpenRouter’s full-catalogue popularity order. Sparse Vercel top-ten observations appear only when published and do not affect the score.
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.
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.
inclusionai/ling-3.0-flash-finOpenRouter catalogue or provider-endpoint declaration. Limits can vary by provider and prompt length; a model-wide maximum has not been independently verified. OpenRouter metadata
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.
Models within 3 places of #111 on the ModelCap Index.
The same publisher's other current models with a public Index position.
Ling 3.0 Flash Fin holds ModelCap Index position #111 of 351 ranked language models as of 18 October 2026, with an Index score of 51.5 (interval 28.7–74.3); evidence: modeled · lineage. The Index combines public benchmark boards with published uncertainty; the methodology page explains the weighting.
No live API price is listed for Ling 3.0 Flash Fin in the current snapshot as of 18 October 2026 because no serving endpoint is published. ModelCap shows a price only when a provider currently lists one.
Ling 3.0 Flash Fin has a published context window of 262K tokens (262,144). The snapshot lists a 32,768 token catalogue-declared route output cap. OpenRouter catalogue or provider-endpoint declaration. Limits can vary by provider and prompt length; a model-wide maximum has not been independently verified. The providers table lists each endpoint's context limit.
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 inclusionAI/Ling-3.0-flash-Fin on Hugging Face.
Ling 3.0 Flash Fin has published results on 3 public boards tracked by ModelCap as of 18 October 2026: AA Intelligence Index 22.6 (#91 of 134), AA Terminal-Bench 2.1 62.5% (#45 of 128) and AA Humanity's Last Exam 22.6% (#96 of 267). Each board page ranks every tracked model on that benchmark. The ModelCap Index scores the results its methodology admits, with published uncertainty, and shows reference boards without scoring them.
Ling 3.0 Flash Fin first appeared in the catalogue on 27 Aug 2026. It is the current version in its family. Rank and price movements since then are recorded on the site's changes feed.