Project AURIONAI Use-Cases Research & Innovation
LLMfamily

Ling 2.0

Ling 2.0 is the inclusionAI series of sparse MoE language models, with Ling non-thinking and Ring thinking models.

inclusionAIinclusionAIChina
inclusionAI
Levelfamily
ClassLLM
Parametersnot in the notes
Contextnot in the notes
Releasednot in the notes
Opennessunknown
Runs onnot in the notes
Statusnot in the notes

Benchmark Results

vendor-reported
AIME 2025 2025math
Ling-1TAverage over 4,000 output tokens per problemvendor-reported
70.42
050100

Score in %. Higher is better.

Ant Group claim reported by AI NewsOct 2025 artificialintelligence-news.com
Where this comes from
Every score names who ran it: vendor-reported, maintainer-run or independent. A rank is shown with the population it was ranked in (gap rule 3).

Lineage

20252026Ling-flash-2.0Ling-flash-2.0, Sep 2025Ring-flash-2.0Ring-flash-2.0, Sep 2025Ling-1TLing-1T, Oct 2025

1 member has no release date in the notes, so it is not on this timeline.

inclusionAILing-1T belongs to this familyLLM9 Oct 20251T
inclusionAIRing-flash-2.0 belongs to this familyreasoning19 Sep 2025100B
inclusionAILing-flash-2.0 belongs to this familyLLM17 Sep 2025100B
inclusionAILing-flash-base-2.0 belongs to this familyLLM
Where this comes from
Parent and child relations from model cards, Hugging Face base_model fields and the genealogy tables of the research notes. Confidence and evidence are the notes' own.

Identity

Developer
inclusionAI
Family
not in the notes
Released
– sources
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
not in the notes
Total parameters
– sources
Active parameters
–
Checkpoint parameters
–
Context length
not in the notes
Input
not in the notes
Output
not in the notes
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
unknown
Licence
not in the notes sources
Access routes
not in the notes
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.

R&D Topics

No R&D topic links this model.

Industry Use Cases

No industry use case links this model.

Sources

  1. huggingface.co/inclusionAI/Ring-flash-2.0 https://huggingface.co/inclusionAI/Ring-flash-2.0
  2. huggingface.co/inclusionAI/Ling-flash-2.0 https://huggingface.co/inclusionAI/Ling-flash-2.0
  3. huggingface.co/inclusionAI/Ling-1T https://huggingface.co/inclusionAI/Ling-1T

To cite this page: Project AURION, AI Use-Cases Research & Innovation, "Ling 2.0", https://aurion.semai.id/models/inclusionai-ling-2-0/, records of October 2026.