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Ling-3.0-flash-VL

inclusionAI's open-weights vision-language MoE (124B total, 5.5B active) built on Ling 3.0 Flash, MIT licence.

  • inclusionAI
  • Open weights
  • Released Sep 2026

Official page

Where it ranks

  • A
    Image understanding
    Models · Local · 79% on Artificial Analysis MMMU-Pro (independent evaluation) (secondary benchmark)

Facts

Vendor
inclusionAI
Family
Ling Flash VL
Released
Sep 2026
Weights
Open: download and run it yourself
License
MIT
Parameters
124.8B (5.5B active)
GPU memory to run locally
~73 GB (124.8B total (HF safetensors); 4-bit ≈ 124.8 × 0.57 + 1.5 ≈ 73 GB, estimate.)
API price
$0.06 in / $0.18 out per 1M tokens (DeepInfra endpoint on OpenRouter (fp16).)
Access
Free (open weights)
Last verified
19 Oct 2026

Price from openrouter.ai, 19 Oct 2026.

Benchmark results

BenchmarkResultEntry on the leaderboardAs ofSource
Artificial Analysis MMMU-Pro (independent evaluation)79%Ling-3.0-flash-VL
Raw fraction 0.7896 from the model data embedded in https://artificialanalysis.ai/leaderboards/models, converted to percent; rank 34 of 124 entries with an MMMU-Pro result; no last-updated date shown.
19 Oct 2026artificialanalysis.ai

Where you can use it

Sources