InclusionAI
Released September 10, 2026

Ling-3.0-flash-VL

Ling-3.0-flash-VL is a model from InclusionAI. Public documentation is limited; it is listed under the InclusionAI provider in multi-model catalogs.

Inputs
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Outputs
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Model Overview

Capabilities, design details, and architectural traits

Ling-3.0-flash-VL - InclusionAI's flash-tier vision-language entry

Ling-3.0-flash-VL is a model from InclusionAI. The supplied documentation for this specific model is thin, so this overview sticks to what is verifiable and avoids speculating about architecture or capabilities.

Documented traits

TraitDetail
CreatorInclusionAI, listed as a model provider in multi-model catalogs
SeriesPart of the Ling model family, indicated by the name
Name positioningThe flash and VL suffixes in the name denote the model's tier and modality focus

What is and is not documented

  • InclusionAI appears as a provider in aggregated model catalogs, which is where this model is surfaced.
  • No official model card, technical blog, or announcement with concrete details on Ling-3.0-flash-VL was available in the supplied material.
  • Details such as the context window and supported input types are not documented here and should not be assumed from the name alone.

For reliable technical specifics, consult InclusionAI's own release notes or the model card before deploying Ling-3.0-flash-VL in production.

Benchmark Performance

Independent evaluations · Artificial Analysis

24.8%
Intelligence
57.0%
Coding Index
30.0%
Agentic Index

Accuracy & Capability Details

GPQA - Graduate Science86.2%
Humanity's Last Exam22.0%
SciCode - Scientific Coding44.2%
Long Context Reasoning78.3%

Compare Models Side-by-Side

Evaluate specifications, pricing, and independent benchmark indices

Model Details
General Info
ProviderInclusionAIAnthropicMeta
Release DateSeptember 10, 2026September 1, 2026September 2, 2026
Knowledge Cutoff---
Context & Limits
Context Window262K-
1M
Best Context Window
Pricing (per 1M tokens)
Input Pricing
Free
Best Input Pricing
$10$1.25
Output Pricing
Free
Best Output Pricing
$50$4.25
Modalities
Inputs
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Outputs
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Benchmarks (0-100)
Intelligence Index24.8
53.4
Best Intelligence Index
53.0
Coding Index57.0
81.6
Best Coding Index
76.3
Agentic Index30.0
58.0
Best Agentic Index
55.6
Ling-3.0-flash-VL
Claude Fable 5.1
Muse Spark 1.3

GPQA Benchmark

Graduate-level reasoning and expert Q&A evaluation.

86%
Ling-3.0-flash-VL
GPQA Benchmark
Score: 86%
Ling-3.0-flash-VL
94%
Claude Fable 5.1
GPQA Benchmark
Score: 94%
Claude Fable 5.1
94%
Muse Spark 1.3
GPQA Benchmark
Score: 94%
Muse Spark 1.3

Humanity's Last Exam

Extremely difficult logical reasoning and knowledge.

22%
Ling-3.0-flash-VL
Humanity's Last Exam
Score: 22%
Ling-3.0-flash-VL
59%
Claude Fable 5.1
Humanity's Last Exam
Score: 59%
Claude Fable 5.1
49%
Muse Spark 1.3
Humanity's Last Exam
Score: 49%
Muse Spark 1.3

Long Context Reasoning

Logical reasoning over long context windows.

78%
Ling-3.0-flash-VL
Long Context Reasoning
Score: 78%
Ling-3.0-flash-VL
85%
Claude Fable 5.1
Long Context Reasoning
Score: 85%
Claude Fable 5.1
84%
Muse Spark 1.3
Long Context Reasoning
Score: 84%
Muse Spark 1.3

Independent evaluation data provided by Artificial Analysis. To view the latest benchmarks and full details, visit their official site.