
LLM
Ling 3.0 Flash Fin (Ling-3.0-flash-Fin)
Finance-enhanced model built on Ling 3.0 Flash for long-horizon financial research, search, valuation and spreadsheet agent workflows.
Levelmodel
ClassLLM
Parameters124B
Context262,144
Released27 Aug 2026
Opennessopen weights permissive
Runs onnot in the notes
Statusactive
Lineage
finetunecontinued pretrain
Ling 3.0 Flash (Ling-3.0-flash) is the parent (finetune)high confidencemodel cardWhere 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
- 27 Aug 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
- Total parameters
- 124B sources
- Active parameters
- 5.1B
- Checkpoint parameters
- –
- Context length
- 262,144 tokens
- Input
- text
- 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.
Links
Developer
inclusionAIcompany, China
inclusionAIcompany, ChinaModel
Ling 3.0 Flash Fin (Ling-3.0-flash-Fin)inclusionAI, LLM
Ling 3.0 Flash Fin (Ling-3.0-flash-Fin)inclusionAI, LLMR&D TopicsAgents and Tool UseDomain Adaptation (Vertical Models)Open-Weight Frontier Releases as Research Substrate
Use CasesClinical LLM (Open Weights)HealthcareClinical LLM (Frontier Proprietary)HealthcareRadiology Report GenerationHealthcareProcess Optimisation and Advanced Process ControlIndustrial+11 moreUse cases of models in the same R&D topic; none is recorded for this model itself.
Who Runs It
Kementerian Kesehatan (Kemenkes), PusdatinPlanned, 19 Aug 2026
PT Pertamina Geothermal EnergyIn production, 14 Jul 2026
PT Amman Mineral Nusa Tenggara (AMMAN)In production, 8 Jul 2026
Banner HealthIn production, 11 Jan 2026+53 moreDeployments of these use cases; none names this model.
Kementerian Kesehatan (Kemenkes), PusdatinPlanned, 19 Aug 2026
PT Pertamina Geothermal EnergyIn production, 14 Jul 2026
PT Amman Mineral Nusa Tenggara (AMMAN)In production, 8 Jul 2026
Banner HealthIn production, 11 Jan 2026+53 moreDeployments of these use cases; none names this model.Organisations 1
R&D topics 3
Sources
- huggingface.co/inclusionAI/Ling-3.0-flash-FIN https://huggingface.co/inclusionAI/Ling-3.0-flash-FIN
- 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 Fin (Ling-3.0-Flash-Fin)", https://aurion.semai.id/models/inclusionai-ling-3-0-flash-fin/, records of October 2026.