Project AURIONAI Use-Cases Research & Innovation
inclusionAI
multimodal LLM

Ling 3.0 Flash VL (Ling-3.0-flash-VL)

Vision-language model built on Ling 3.0 Flash that adds native image and video perception.

Benchmark table for Ling 3.0 Flash VL against other vision language models.
Levelmodel
Classmultimodal LLM
Parameters124B
Context262,144
Released10 Sep 2026
Opennessopen weights permissive
Runs onnot in the notes
Statusactive

Lineage

finetunecontinued pretrain
Ling 3.0 Flash (Ling-3.0-flash) to Ling 3.0 Flash Fin (Ling-3.0-flash-Fin): finetune, high confidenceLing 3.0 Flash (Ling-3.0-flash) to Ling 3.0 Flash VL (Ling-3.0-flash-VL): continued pretrain, high confidenceLing 3.0 Flash (Ling-3.0-flash)Ling 3.0 Flash (Ling-3.0-f…inclusionAI, Jul 2026Ling 3.0 Flash Fin (Ling-3.0-flash-Fin)Ling 3.0 Flash Fin (Ling-3…inclusionAI, Aug 2026Ling 3.0 Flash VL (Ling-3.0-flash-VL)Ling 3.0 Flash VL (Ling-3.…inclusionAI, Sep 2026
inclusionAILing 3.0 Flash (Ling-3.0-flash) is the parent (continued pretrain)high confidencemodel card
Where this comes from
Parent and child relations from model cards, Hugging Face base_model fields and the genealogy tables of the research notes. The tree shows two generations each way, 3 models. Confidence and evidence are the notes' own.

R&D Topics

Identity

Developer
inclusionAI
Family
Ling 3
Released
10 Sep 2026 sourcesregistry date
Weights published
–
Record checked
11 Oct 2026
Where this comes from
Developer and dates from the research notes. Release date is the vendor's public announcement; weights date is when open weights were published.

Architecture and Size

Architecture
hybrid 42-layer hybrid KDA and Gated MLA MoE backbone (5:1) with ViT encoder, two-layer MLP projector and VideoRoPE
Total parameters
124B sources
Active parameters
5.5B
Checkpoint parameters
–
Context length
262,144 tokens
Input
text, image, video
Output
text
Where this comes from
Parameter counts as the developer states them. Where the checkpoint holds a different total, both are shown (register A16).

Openness and Access

Openness
open weights permissive
Licence
MIT License sources
Access routes
API, open weights download
Where this comes from
The licence file governs over registry tags and aggregator labels.

Deployment

Runs on
not in the notes
Footprint
not in the notes
Runtimes
not in the notes
Where this comes from
Deployment tiers and runtimes as named in the notes. Footprint is the notes' figure, not a measurement by AURION.

Indonesia

Indonesian support
not stated
Regional languages
not in the notes
Jakarta hosting
unknown
Languages
not in the notes
Where this comes from
Indonesia fields are carried on every model; unknown is an allowed value.

Benchmark Results

The notes record no benchmark result for this model.

Industry Use Cases

No industry use case links this model.

Sources

  1. huggingface.co/inclusionAI/Ling-3.0-flash-VL https://huggingface.co/inclusionAI/Ling-3.0-flash-VL
  2. openrouter.ai/api/v1/models https://openrouter.ai/api/v1/models

To cite this page: Project AURION, AI Use-Cases Research & Innovation, "Ling 3.0 Flash VL (Ling-3.0-Flash-VL)", https://aurion.semai.id/models/inclusionai-ling-3-0-flash-vl/, records of October 2026.