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InclusionAI

Ling-3.0-flash-Fin

Ling-3.0-flash-Fin is a InclusionAI model with 262K context, Not verified in / Not verified out per million tokens, last verified October 2, 2026. Open weights: yes. Public-board scores are linked to the publisher; vendor-only figures stay in the watch-out, not on the board.

Ant Group's finance-enhanced open-weight checkpoint, continued-trained from Ling-3.0-flash for research and spreadsheet workflows.

Recorded profile verification October 2, 2026Individual provider fields may change

AI model specification details
SpecificationLing-3.0-flash-Fin
ProviderInclusionAI
TierBalanced
Context window262K
Max outputNot verifiedUnverified
Input / 1M tokensNot verifiedUnverified
Output / 1M tokensNot verifiedUnverified
WeightsOpen
Parameters124B total / 5.1B active (model-card rounded counts; repository tensor metadata uses a different count)
Reasoning levelsNot verifiedUnverified
Modalitiestext
LicenseMIT (publisher repository metadata declaration)
ReleasedAugust 27, 2026

Pricing tiers: No Ant-direct hosted API ID or per-token price was verified for this finance checkpoint. OpenCode's Free route is a host entitlement; self-hosting requires compute. Do not inherit the base Flash API price.

Best for

  • Self-hosted financial research
  • Document analysis
  • Spreadsheet workflows

Watch out

August 27 is the official announcement, which promised weights the following week. September 3 repository creation does not prove the exact public-weight release date; weights are currently available. Native 262,144 context is from the exact checkpoint config; output cap is unknown. The card says thinking is enabled by default and recommends temperature=1/top_p=0.95/top_k=20; a graded effort enum is unverified. MIT is declared in publisher metadata, while the guessed raw LICENSE URL returns 404. Image-based vendor financial benchmark charts were not numerically recovered and no base-model scores are inherited.

History

Ling-3.0-flash-Fin timeline

Release and status events for this model that passed two-source verification — dated, sourced, and linked.

  • Ling-3.0-flash-Fin announcementAvailability updateAugust 27, 2026

    Ant Ling announced its finance-enhanced checkpoint and planned weights for the following week.

    Official Ant Ling announcement

Source receipts

Catalog figures for this model were checked against the following sources.

Common questions

Ling-3.0-flash-Fin

Answered from the verified figures on this page rather than general guidance.

What is Ling-3.0-flash-Fin's context window?
Ling-3.0-flash-Fin accepts about 262K tokens of context. That only matters if you routinely send very long documents, large codebases, or multi-turn histories that approach that limit.
What is Ling-3.0-flash-Fin best for?
Ling-3.0-flash-Fin is a balanced tier from InclusionAI. It suits self-hosted financial research, document analysis, spreadsheet workflows. August 27 is the official announcement, which promised weights the following week. September 3 repository creation does not prove the exact public-weight release date; weights are currently available. Native 262,144 context is from the exact checkpoint config; output cap is unknown. The card says thinking is enabled by default and recommends temperature=1/top_p=0.95/top_k=20; a graded effort enum is unverified. MIT is declared in publisher metadata, while the guessed raw LICENSE URL returns 404. Image-based vendor financial benchmark charts were not numerically recovered and no base-model scores are inherited.
Can I self-host Ling-3.0-flash-Fin?
Ling-3.0-flash-Fin publishes open weights, but self-hosting depends on the licence, hardware footprint, quantisation quality, and serving stack. A hosted API is often cheaper until you have measured throughput and concurrency on your own hardware.
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