Project AURIONAI Use-Cases Research & Innovation
inclusionAI
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.

Evaluation charts for Ling 3.0 Flash Fin on financial benchmarks.
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) 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 (finetune)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
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.

Sources

  1. huggingface.co/inclusionAI/Ling-3.0-flash-FIN https://huggingface.co/inclusionAI/Ling-3.0-flash-FIN
  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 Fin (Ling-3.0-Flash-Fin)", https://aurion.semai.id/models/inclusionai-ling-3-0-flash-fin/, records of October 2026.